{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "db752274",
   "metadata": {},
   "source": [
    "# Reading 4 ECG Signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import wfdb\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.signal import butter, filtfilt, find_peaks\n",
    "import statsmodels.api as sm\n",
    "import scipy\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import metrics\n",
    "import pywt\n",
    "from joblib import dump, load\n",
    "from sklearn.linear_model import LogisticRegression"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\Desktop\\HCI-data\\Patient - 214\\s0436_re\n",
      "C:\\Users\\DELL\\Desktop\\HCI-data\\Patient - 237\\s0465_re\n",
      "C:\\Users\\DELL\\Desktop\\HCI-data\\Patient - 238\\s0466_re\n",
      "C:\\Users\\DELL\\Desktop\\HCI-data\\Patient - 260\\s0496_re\n",
      "120012\n",
      "{'fs': 1000, 'sig_len': 120012, 'n_sig': 1, 'base_date': None, 'base_time': None, 'units': ['mV'], 'sig_name': ['ii'], 'comments': ['age: 35', 'sex: male', 'ECG date: n/a', 'Diagnose:', 'Reason for admission: Healthy control', 'Acute infarction (localization): no', 'Former infarction (localization): no', 'Additional diagnoses: no', 'Smoker: unknown', 'Number of coronary vessels involved: unknown', 'Infarction date (acute): n/a', 'Previous infarction (1) date: n/a', 'Previous infarction (2) date: n/a', 'Hemodynamics:', 'Catheterization date: n/a', 'Ventriculography: n/a', 'Chest X-ray: n/a', 'Peripheral blood Pressure (syst/diast): n/a', 'Pulmonary artery pressure (at rest) (syst/diast): n/a', 'Pulmonary artery pressure (at rest) (mean): n/a', 'Pulmonary capillary wedge pressure (at rest): n/a', 'Cardiac output (at rest): n/a', 'Cardiac index (at rest): n/a', 'Stroke volume index (at rest): n/a', 'Pulmonary artery pressure (laod) (syst/diast): n/a', 'Pulmonary artery pressure (laod) (mean): n/a', 'Pulmonary capillary wedge pressure (load): n/a', 'Cardiac output (load): n/a', 'Cardiac index (load): n/a', 'Stroke volume index (load): n/a', 'Aorta (at rest) (syst/diast): n/a', 'Aorta (at rest) mean: n/a', 'Left ventricular enddiastolic pressure: n/a', 'Left coronary artery stenoses (RIVA): n/a', 'Left coronary artery stenoses (RCX): n/a', 'Right coronary artery stenoses (RCA): n/a', 'Echocardiography: n/a', 'Therapy:', 'Infarction date: n/a', 'Catheterization date: n/a', 'Admission date: n/a', 'Medication pre admission: n/a', 'Start lysis therapy (hh.mm): n/a', 'Lytic agent: n/a', 'Dosage (lytic agent): n/a', 'Additional medication: n/a', 'In hospital medication: n/a', 'Medication after discharge: n/a']}\n"
     ]
    }
   ],
   "source": [
    "data_path = 'C:\\\\Users\\\\DELL\\\\Desktop\\\\HCI-data\\\\'\n",
    "\n",
    "ecg_signals =[]\n",
    "ecg_fields = []\n",
    "\n",
    "for subject in os.listdir(data_path):\n",
    "    for x in os.listdir(data_path + subject):\n",
    "        print(data_path + subject + '\\\\' + x.split('.')[0])\n",
    "        signal, fields = wfdb.rdsamp(data_path + subject + '\\\\' + x.split('.')[0], channels=[1])\n",
    "        ecg_signals.append(signal)\n",
    "        ecg_fields.append(fields)\n",
    "        break\n",
    "\n",
    "print(len(ecg_signals[0]))\n",
    "print(ecg_fields[0])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "id": "6ed6e454",
   "metadata": {},
   "source": [
    "### Plotting each signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x1440 with 4 Axes>",
      "image/png": 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Lk+RYP/qHabp2xvJYnft1zLfjm2pGp478S94trzcCAJDWig392j44XHYxfK3dvF0v+PaNemzJhtjj1j0BV0dV2GYVKGItkGAGAAC18vCikdrLqzZtjzVe1wSfOS9olFrJNI0BAEB82waHdOK3btT//O2Rsovi69YnV2rp+n6dc8ucxNMgTqgery0WnHzOJiCtQoK7KVGFigotHwlmAABQedsHh0eboUjL/luabEqY982be/r2r1cAAOw2MDQS61w3Y1nJJQH8xUmkZhWPBk2lDjFoFd72I8EMAAAqbWBoWEecdbW+ddXMXOdTpRoSaTkdDU930cIDAACgQ9HhIH11VAsJZgAAYKXHl23Qio39ocNta7RD+Od7F+RdJEnpakHY9GacV9DuTiy7a0uYvDr74/4BAIDcDQxl98YXUJgqVN9NoS6LR4IZAABY6fQf3aZTvnNT6ukc9eVrdNoPbsmgRPF1VAQupRQuJQaxJJIBACjP4V+8Wv/y23vKLgZqrhvjvW5cZjcSzAAAwFqJekl3BXhbtg9p9opN2RQooTQ1E8qs1NDZUkb06LlZQ9prlM6a0XFLBgCwxfCwo1/eMkebtw2WXRS0uG/+Gi1Zt7Xj+ztmr040vTT5M5Jv3Smz+K5CO1ARIa2ta4MEMwAAqCW/AG/N5u2FlkPKKC7OKpqMMJ2OpjAyuEMgiQwA9XTV9KX69tWP67vXPF52UdDibefepRd9N/2bYG6tl/O48U1rh24VyhkiB1G2f94dUuchaLGy3udtWzskmAEAQC15xXC3PblSx379et30+IpMp+snj6RqVtMMCtrj1FSOOv3WSXJTCQD10T8w8rbRRmowW2ewoPaWi+6fAvWRNq61pSPANMtRl7iYBDMAAKi0jmRoQID34IJ1kqQHFqyNPv0EZaqL0WA5ReRLzWUA6E7L1vdrYChBU1cAEBPxZvlIMAMAgFroaNYhr/kUMpfoigyoU6/jjjad000OAGCnDf0Dev63b9RXrphRdlEqa+GaLZpy5lTd/9SasouSmai1TW2plYp6YG8qBglmAABQLxZFkR0J1Bhl80u+1iEp29HEs3VpewBAGpv6R5rLSNMkVbe7ffYqSdJfpy0quSThwkKToOfTNQhrulqVHgYQbeaLBDMAAKgFd1MZNgWRaSr+jtYatmmBArgT4FES4lW6OQEAoCxZ9JGQpXTxTcBvVQl6gAzUpXkPEswAAKDS4jTbEHRfVsg9W4IAcvRmsoAazVlOq6OWssey1yWgBgCgSEU1C9YqbozAJb5+vHaBpA8DqIBQPySYAQBA1wkKhW1JevqVw5byAQAAO/zLb+7Rn+9dUHYx2pAa7F5xEsORwtoKtLFi2csFpSDBDAAAKs3vddGs47w0tSi6Mej0WmZqogAAkL3bnlylz//90VznwQNuxBWldnNWkaEtzapEKUVd7wtIMAMAgFqI01ZxUFyXa9CXw7Rtu+GLUp7mIHUNsAEAwBiu93DLOn6lEkP5SDADAIB6CYgvAzuUCQl009SMiNIesVs33YzZUusEAADkh+t9dykk6csuZQ0SzAAAoJa84s0qJm3L6MgnjWidtgAAgKpLE1dVMSZDNDxIyJdf84BlI8EMAAC6Tpzksy1BXFaliDKdLBa5YnlxAEBCtlwnUZ40l3zCBRTFtjNV2lOnbbE2CWYAAIAWtgVrblkVL1pbydmuDN8kvnUhPwAgrtZrhtdZfdO2QU05c6qunbGsuELVVFcl9btoUZFADfYP2+89oiLBDAAAEEGWSdBUr5SOTiP7iNpvilnPqSZxNAAgROv5ft7KzZKkn/7zyXIKUwNlNptVdk67Lkm4uimkkkCEnS9KpQh2oXyRYAYAAFZYuGaLXvr9m7V8Q3+q6eQe6MaITrNIAjenkXVQHK2t5PaBkpTBa3u4v6GtPgAA2pWd0PWTZ6LX0kVGBHnsF1WMD7Peh6t0TJBgBgAAudo+OKw1m7eHDveHu5/SvFWbddmDiwsoVfUlrcUUZSy/SUdqv9l3vtW7SQAAREdzR8ld9ehSTTlzqtZ6xEvdWHO3G5e5CqJWnOBckL0qHBIkmAEAQK4+c9GDOvbr1xc2v9wTmTFi5ixeZc36ddgkIX+SElQhEAYAxDM4NKx/PLykLdFUZrMNtpu+eL1+cN0TocP95vZ5kqQ5KzcFDtdVbS+j8tLG5FVMVActcfWWJp6+sgsAAADq7erp9ejMp+wauJm3gxywOFncv3pNwr+N57qH3ABQD+fcPEf/d/0s9Rij1x69b9nFsd4bf36HBocdffa0I9TTk10cUYWkvlcJozSbJXnHIeTW6yXW9qzA/l4G244JajADAIBKsyy2yl2RIXYzqR7rHsDn+9abyuYw3C8AQLUsa/STsGZLeNNXUnddo6+dsUxf+8eMtu8Ghxv9KHT59c5r+T2/8xw569IgD0mTnWk3bx3OMXHXna0PmEgwAwCAWsg71EpSyzbPV1nLeE02q3XcLLltNS8AANmwM/2Rr4/94X797o75mU+3CtfKsCJWYRmQTNlv+DVZmnMNFKfMVTiESDADAAArpE2YjiYt8w7BEgSwYzWBsy+bbbUYknTyZ8vNCQAAtrDs8u4psLktr+G53gOxVOmIIcEMAAAKMzzs6N/+/KAeWrjOd5i4N1R+g3slXhPVQo49RjaqXtunSgExAAAI5tl+csVjFXQH9tNikGAGAACFWbahX/94eIk+8cf7yy1IFaoFNWRd0qAgO+9mN/ymTyd/AFBdUa8dnOvrwasWcpJYhaQfCmdJ+F/XcyEJZgAAYJWsbjgCb3g9f8uxveTGtLv51VCvYLpCeX4AQIjWa1zQFbWbr4V1kHVyLHRvqGcuDkh8z1NGPyxRkGAGAABWSNqWsDvEStvWb5Y3vlm0jxzecU68ILPopG7Q+rQ0PgYAZIRUcn0U8WAg8MEEO5OVym46pUqxpH+zfgmnZ9kxQYIZAABYIe3T+KxirCxr5riXKc60bQsak4qyzNRmAwB0i8GhYa3etC10uColzrJWlxiobvJ4AJDVbl6FfSbJslbpNECCGQAAlOaa6Ut13m1z275LGyAGJTSDk535RaZ5JlCzqCWdhzg1ywEA6BZfuWKGjvvGDdqyfXD0u6CH7JZe5gFfUfZZ9ut4qrC6SDADAIBRKzeG16iJ4vrHlmuVR+0c9+3Tx//4gL4xdWYm83QLTLxWIKqtes0lrzXst0h17ewEAJDM/FWbtX1wOLPpbRsc0sBQdtNL4+rpyyRJW7cPdfwWFp5wtUQ3iRMLlx03E8uSYAYAAA13zF6lE755g66dsczz9zWbt7fVtvGzdfuQ/vX30/Te8+7xHcb+9K49sl5XUQLwPEJkOvkDgOrL4voQlohZs3m7XvL9m/Xly6dnMLcRR551jU77wS2ZTa9sXD7RTYL291ixZAE54G6ObUkwAwAASdIji9ZLkh5YsNbz92O/fr3O+MntodMZamQwF67Zkl3hCmF3zYOse4wu6vVFmsYAgPpJcmaPej3Y2D8gSbpzzuoEc/H31OqqxSV2iVtDs3Vr2x1hwXZV2n/KrkldJhLMAAAgsrmrNpddhMiSJmSzTIjmEWPm2eaybxMWKRYksE3sLg7CAQDV9dUrZugVNaoRHUeaOKmba3eiXZQYsEr7CxUqSDADAIAEhocd/eTGJ7Vuy/ayi1JJWSRWi8jNusuZJtAPCrwJygEAVXL+nfP15IpNmU83anxQp+ezdVoWxFdIBMhOVggSzAAAILZbnlypH1w/S1++fEai8YuI87Kq6du82UuSFC4iaE46j6Dl8ZtmXjWO6RgFAKov7Fzezef6sOtn1JjFtsexcbdp63qoUu1UhKvEW2nsc7kiwQwAAGIbaPTsvsWjB3TYLcoNnfseIYubQEeOb43o6x9brlWbtqWfCQAgM3+dtlBTzpyqTds6O/htPZ17JUeDmqlyv7Vy+UOLtdljHklNOXOqzr768cymh3BhcULcMMJr96lEArMLeb2FxrbqTiSYAQCApM5aKMPDjrY3EsmxphMhqrS5AoFfbRxbatq412/cGD5O0J9XJ39btg/pC5c+Ovr5hpkr9KHz70s/MwBAZs69ZY4kadn6raPfeV0W0nRC+9DCdfrMRQ/pS5dNTzwNL82yB/mfSx7Ry//v5tDhVm/apvkV6oPCFmF7hddu4xl2WBJ/wVtQLXZbYuc6qELOngQzAABd7Jrpy3TTEyvavmsmBD/95wd0xFlXJ552np3RterWWhJp127em8cZ/a/3BvrTPQvaPi/f0J9vgQAAuWp9oBg1BmjWXF5WwjXgL9MWas7K8MTxyd/5p17y/ZvzL1CFpYnFWvcUz8l0aZxXNSST8+H5UK/wUkRDghkAAIvc9PiK0UTbffPX6My/PZKqZlCYj//xfn3wd941R696dFmqacctd+rFjNL0Q5QeqzOsKpPHlisqcd8qVq1nn+9XbersELJ1uss30EQGAMDforVbMm1KI6r+gfhvc2WhCm1W59VJr1eoQwKzfDZW6rCxTFkKXjy7DgoSzAAAWOSD59+nN/38DknSO355ly66b6GGLQycgoqUNgGa+GYlRmd8hYdjjRlmGQSXsVvEab/5qdVbNH3x+tHv33LOnbro3gXeIwEAEOKU79ykd/367rKLkZrXA/g8KxNkpQJFRBerwgOINMd5BRaPBDMAALZZsr7cpgLi1JhpBnOPLlrf0eSB57RzuDspKqC09cbK5oDzjJ/e3vb5llkrSyoJACALZV8KH1m0vu3zD6+fpWnz15RUmnS8Hsi3fpVX7eC0qpDIQz3YGnunVdflIsEMAECX8UvyprmRed3Pbh/ttC1SJ38BdydpXwmNU8s20fSTrKcEM8wr9gxav3kEvEHri5tUAKimPE/fca5FP77xSb313LvyK4xlqpqXqmq5YYcqhItR7l/KaOauSCSYAQDoIg8sWKtDPn+V7pqzuuO3rNv6ixtEFRFzFR3X+c0uSS3xrJVRM6rmcTUAIENlXDMuf2ixPv/3R4ufcUxlXk6jPgDwKiNxAOqum/dxEswAAHSRZmL51if9myqIk3i04RWvOGUIGjbqdNIk4tMEnVmv6iTLkaR966JrTAMA7FSFc/5nLnpIf6a/AE/dnDhDMrYc81XoMLMOSDADAIDCeXdwk3KiMTrSC7pHct9ANYPSJDdW7qJkEWinvb/Lu+ZyYAeQlXjJEQC6z6pN2/TEso2FzItEJVBvth7jlharNkgwAwBgqSo8a48bQEZpNiOrJGTS4DaX2hZpai5btCPYesMAAEjntB/colf96Na27yy6/MBS1AwF0ESCGQAAy+WR0ysrTxilA8CyhCVPiy66f/vN+ctyWenkDwDst27LQMCv8U/WQdf7yE1S2RsyZMLmmCgurufdy2s3znrXrtKRUqPDOjYSzAAAWK4Zp8xduUmL1m7Jbz4FBkRV7kW5qGYe3Jsjq7nmWduoqNerAQDV0Hq997r0e8UeFQ4RIqlqDJRXnNjF+bha8dqv0+7qVTpUaAaOBDMAANZyhykv+79bdMp3bko1zSi1ZaoUzAWpSw2CvLZHHoGw+/VqqT2hvXjd1sjTanZICQCwWxaX27rEHt0g123lVRs2x9khnuCOm8vdUlFmX799ya4lIsEMAEAXCro5qHpi1qq2l0cnbsUkIswj37kcOHmH9vkFzO5dv74717IAALJFkthf1Ktr1WOwVl6L4llj3WO4qN+hfGUf92XPP40ocXeVzgkkmAEAgKR4AZrNwU7asuUZqGZSyyuDaYTOwzWTOInnoBosvD4IAEA0depAL+7Vvz5LjjQi1Uqu0M7iFyNHiY+970/siqtJMAMAYKk84qWsg7DYNwyFtvNc3LziymI9VCWgbg2a3dvE5m0EAIjHu7OvaBerqlzTshD4ILYCSaRcddGiIroouwUxZflIMAMAgMS66H4wE3nEvombBAlsR881j4xK3uMq7IwlGzKZLgAgT8FXe8/mDCJenLo5KVTVzv6SyCJeJOZEN6vCQzgSzAAAdJGs2l4OnE70ySBA2Z2lZKU1ke3eb0gwA4C9sk5/Rr2s1eTy11WibrMkOfXuScMjL0WcU/Jq0qZKz6FIMAMAgDZZBTLuyeSWMI0x2SiDuotZ1xtdr1rJcZd1++BwvHlWKUoGAOQi6qWAS4b9gt5wYvPBNmX0YxJFXdpbJ8EMAECJ+geGdP1jy3Odx5WPLNFf7luQ6TQjdbrh8V2eNZ87E9oBwxZ115NiodzJWL/lKTMBfsRZV2tj/0Dbd0HF4WYTAIBqqusDd6BozUOpbp1fk2AGAKBEX71ihv7199P0yKJ1vsN41fzd2D+gT154v1Zv2tbx29Cwo1/dOkf9A0OSpE//6UH9z98ezazMrTzbXUw7zcRtCscYtuDkc7NmQpb3ZrbU7Fq5sXMfbNUaPPdYUmYAQLg016y6NPNkB3vXZdVqXrJfokx1f5OPBDMAACVasGaLJGlj/2Cs8f5y30Jd9egy/fymOR2//e3+RfrWVY/rp/98suO3suPqIufvFcMVHtZlOEP38pS9LZviBMvT5q/NsSQAgHwkv5jVPaGSpyrVbmQzd6+k8WjVHk7Yya51SIIZAICa2bJ9JFm9KSBpbfNNiy2JUzdLixVb0eu39QZi47Z4D1IAANm7ceZy3TF7VdnFkGTvNR8lYX+wWvAbgGP3FnE2Iw8n4rN1lZFgBgCgBt78izt00rduKLsYkpLfGxQRLGVx31JUIJz3a5x5LccZP7m97fPCNVvzmREAIJEPXzBN7znvnrKL0YYkE1qxOwAjqvQQjgQzAAAepi9er5/fNLvsYkT2wIJ1Wr4huC3cbIVHO3FvDpLGT0lesUtzIxsr0PPrmC/WHKt1m7W10fY3AKB8G/oHNDg0nOs8KpT/QApZPwSIGr+xf1VPtSLXaqjCQzgSzAAAeDjjp7fre9c+UXYxcmNzu2dJA6jmaIkT1SEjlh3XZV2DIcn0vMYZzrBgC1ZvyWxaAADp6K9ep//868OFzKsKCRBbeV1JbY7VysDu1X2qeATECYvrdoyTYAYAIIKFa7bob/cvyny6ebz2FDTJ7G7+4k+o6Fe8ki6q7TcwabdhlPHjBLzDw9lt2DN+eltm0wIAjLjsoSWZTSuLa3nUaVTp1fA4ghfL6yJte2QSzmtb2twfCOLLu2k33/lakqSNsj/7raO4x4IdS9ypr+wCAABQBW85506t2LhNb3re/urpyT4g9ppilDgtKFno1XO7LTdrRdRySt7kRjXkEVC79w/3PuS13YYy3Kk2BHRMCQCwR57X8W6pCV21xYx7ufcavFu2bTdJu00DOw6MU47KHVFZsGuZqcEMAEAEKzaOtG/cDKIWrN6ir1w+XUMRam86jqP7n1oT+mTf7/c8Ep5FBGFB5c4z0Z245nLIiGmKnG55s11ZWa/7KMcAAABNodfbLrmsJFnMqq+bqpcf2SkyIcxuV4xSE8zGmN8aY1YYY6b7/G6MMT8xxsw2xjxijDm26DICAOww5cyp+n8XF9OGYBT/dtGDuuCup/To4vWhw059dKnecs5d+tsDi32HyaOWR1mvqpWlqKWNtV0srqmdleF8+44CAHSpOtV2bY3Jghcr4lW9YuumTtsS8GJLUx1lKrsG8/mSTg/4/dWSDm/8+6ikcwooEwDAUn97IPs2kJNq3ihEiZfnr9osSZq3alPHb3m8VpY2ho82fngQVdS9hNV59EzK1r4mm8ubtOZHnH3O/ZDCa11n2UQGAMAiKU7vsZtT6PJLSR3zr2mWqct3B1RYsQ9T7DpSSk0wO45zq6Q1AYO8QdLvnRF3S9rNGLNvMaUDAABhbKqR0ixK4raXC4jRbK9V3qx94U5eB23nYcuXCQCQjtc1IKtTv01xBOLLPARgf6gcwsBitK5nWw+Tsmswh9lf0sKWz4sa3wEAUAt5BGVpJ1mXODFxW8yZliJ7xXSQGF5zuWmYNpgBoNbaEhsB16Cow6F+qtLBGsnQ/Hh1Ll6kujZRUaVzqe0J5kiMMR81xkwzxkxbuXJl2cUBACDQz2+arQvveartO6/YIUoQHBR0eAV6toRepQVLGdxZZHFzkkVN5rSBdJTx3fuQ13ajkz8AqKmI1+oK5T+Qk8ySewGTIdqAl6o83OgGtieYF0s6sOXzAY3v2jiO8yvHcY53HOf4vfbaq7DCAQDK85vb52nB6i2lzT9OftA97PeufUJfvLSzf9sia1XkmeCtQu2QsoLRsmt3xBUlEU4bzACApLiEJGTJessrrDE+f6Maouyeda1xHEWciiZVOkfanmC+QtL7zIjnS1rvOM7SsgsFACjXhv4Bff3Kx/SuX99d+LzdF/k4gbVNT9iDgpXMSumaUFh8lDSA8hstr3gsVid5KeaTdzzptT+GdSD4uYsf1sI17Q92hoczLxoAoMtU7PlrabpxPVUovwaXKLtrN+3TfhVNor1VmHVpsldqgtkY82dJd0k60hizyBjzYWPMx40xH28McpWkuZJmS/q1pE+WVFQAgEWcRkJrY/9AuQVp8d+XPKwpZ04tuxihKhCbJBandnBQIJfHjUyaaboXq4yaDM0yzF6xSWdd1l77fsXG/kTTPGHK7mmLBQCwQNTLEolCf17rxtaai0kSXV7LErcGa51jWHiz9BCAj74yZ+44zrtCfnckfaqg4gAAEFszYL542qLwYT3CpCjBtWdQXoWIq+Byu18387wRKfjxv3tuSdpeLmNbB+2Xt8xq7+/icxc/nGge33jjc/SqH92aaFwAQKc/37tALz5iL+232w65zSPwDSjabI4k+LJe77XjtY9UrfkwFK/uu4hNb7mmYXsTGQAAWClW0xgJY4Yo49kYjlgdBEbI1nYmhfMpShi/1dhZozlZAePUHMpjHew+aVzg799807OznykA1NS6Ldv1+b8/qn/5zT2FzM/qa31FhK1C1jEQrkptOWfRybdkb81uEswAAEhav2VAH/jdvZFf988q4Rb0xDrKPOIWo+yAJOhmqcgbqbrUFEiiuexPLNukRWvb21O+ddZKDQ87xayfkFnMXbk5/zIAQE0MDY9c4ddusaf5sKTKjlVsVok32GLKKukG+xS5ZYPvqdjHikCCGQAASRdPW6ibn1ipX90yN9Z4UZKiUWOaOKFP2mSs1/hZ9Whc2xiuJsvVrOmxatM2nfKdm9p++8SFD+i3d8wrpBw9LTvhbh61mZdvSNa2MwAgIyVf97r3UXAEJa6cIipZoHpa7yNs3bJFNMdSxH2QreuXBDMAwEof/N29OuZr13n+VqVXoVpVJZCO1fxH0DLFXNykAZnNtRJy6TAw58Wdt6qz5nAe8fieO00I/P3DpxyS/UwBALFl1akbgPop4g1EzifVQIIZAGClm55YqfVbg1/zTPsUetO2QW3ZPphqGnVU1SAu91oJGbV9nHj2BT2fuGvu6mJmFOJ5B+1edhEAADmIevWsaDjSVeKGQlWNMeEvz21ajao57Zrxus0VYPJCghkAUHtbtw95fv/sr1yrE75xQy7z/Ou0hbpm+tLQ4ZLWxs6jiYq6vDaWVJE145PMyW/dxV2nYTXps2z7eK+dx2opH773Tr7D9RijWd94dWbzBQDYJ2qUUcWkUrcLiy1s6bDQ4jC0EoJiziLuI2A3EswAgMqK8mT4sgcX65lfvkZPLt+o9VsHNOXMqbr5iRWjv2/2ST77zjPicP91ySP6+B8fiD7hhDFZ0lAuq0RvnKRsW9tsFsegeZQty1oML/n+zbp11spCmlw577Z5mr1iU4rmS8b+fnLFJt/hjKTxfT06dK8dk80IAACLxYiWcixFNvKM4araDB6Ss7nyCeIhwQwAqJw4ibXrZy6XJD2+bKNmLt0gSfrFzXM6hosb0CYJgBPXVrYw2I50c1FwsbNK4mYZ6OZ1D3bFw0sK2Z+WbejX2395V6L5SNJXX3/U6N/j+zrDzu+99WhJ0v677yBJet3R+yWeF5Cnc26eo1tnrSy7GABqyuLn7kAuqtI3TdlsvA/0Q4IZAFB5Kzb266gvX6Ppi9ennlaZNWuLbKvLaznjzL+OtQ1CA90Ey5xRyrvjmxsaD04k6YuXTdeazdszmZOXwaHhyMfFx1/89LbPZ7QkjN9z0kGaNL637fenN5rNaL5WefwU2l1G+T570YP60z0L2r77zjWP632/vbekEgH1UMPQIRXH5+9uRtKxHqLsz1ESpxwX1UKCGQBQOe6A5NZZq7Rl+5B+e8e8wsqQJAAOHCfLWrMpY/M44wcuU0H3CEUHn1ksVpIEfet2mdg3lqi9ddZKfefqx6NPJ+YSbOiP3hHmk8s36r9edaTvfL/1pue0fddcDz2NIvX1EJrC32UPLtaUM6dq6fqt+c7noSX6wqWPhg63oX9Aw8Pc/qI7pXnQ3O0pxJDWigsqRbG89peoNTO7sbO0uoiyN0e578iqAlAV96UqPXQhigcAVFYenUkUHXekDRq8imtz7JTna17N/aGo4LG49dy5j5xy+J5tn4ciFKaIRNi/vuhQ7Tyxz/O3HqOOGszNbdVcQq9mNICmS+5fJEmaHdCed1E2bRvU0V+9TmdfE/3hDpCnPM/woZcYj99t7muhKmyO55Ly2i+ixvN0Ioe6SXuM23aOIIoHANRby4U3sOfjkp4OV6ldrarxbAYkYHi/beH+vqwt1rr/GrXvs+5926u5mEO/cFVOJRuz04Q+9fjcABqjjt+axW5+P66Xm0fEt3DNlsLnuWHrgCTpHw8vKXzeQJBMz6JBLylxuk4sbhxRhXVNPAtE5z5a4h7jtj5sIcEMAMjM4NCwNm+L/jp9XlZs6Nfcle013Fqvw5k0cZB1IJ2wUHFHK/tJd5GJ/MAHCklumkuL5aK0Udc+zBk/vT2zpNsO43rDB2rR2+O9onqM6Vi3zVrVze9pIgNxXfHwEp363ZvogA/IQ9SYwc5ch/XqsNqKzHNVsXkD5C/KbsGeUwyieABAZj554QN61leuLbsYOvFbN+pl/3dLrHGSJoyjJExtDGrS3g/YuExNUZ7qV+EeJWg5jGnfZ71qDa9v1LBMX47ow14zfZl88ssyxvjWYG4eR9RgRlyPLFwnSXpi2cZyCyLpL/ct0KGfn6qBoeGyi9KVnlq9Wd++embXJKFunbVS67dkc54PkySJmGYzdMcWTKjElVPWsWVrbU1UT132JVuvcySYAQCZue6x5YnHXbdluy59cFGkYd3X1CwvsnnGHWHTtjNUCOa5TAkXJGmSP87mT7V5s7xZznhj+yV1sxBn0i88bA/fhy49pnN/aW675vc7jI9XWxqwyTenztSwI23ZNiRJGhp2dP4d87R9kIRzET5ywTT98pa5mrtqc9lFyd26Ldv1vt/eq4/9cVrZRclVPVJB+Shz3YQl6SzNfSEnZW9uW3LGZez3tix7EwlmAIAV/v2ih/Qff3m4o2mLOKI2v5Dm+p8mmV1U4FFkfBPcrrVr2IjTTFq7oDla2gcOYaM3S5dkLnGWzb0c7c28tE/Ha99Psxra5hWjzC84dA/fu94eY3T0Abu1fTfayV9jHDr5Q51cPG2hvvqPx3TuLXPKLkpXGCqgI1NbNB9azFnZmUzvnrXQ3aqwnaOGD7bWxkQn2tqOotnpePQx6nIIEMUDAHJz8X0LdefsVZGGXb6+X5K0PcKrxUW/qhk43QiBVurmKDxmkTbAS7s6oiyT1zzyDEzd6yluJ39FtA+d1U2UMe3l9Wq62Ou7qPN3dygYvVzBzXpM3nF8+3wa/202nUEbzKiTTf0jfRJsyKi5GiCIZRXZkKG2S7dlGzoorAh/YG/ZwgAFs60GclpE8QCA3Pz33x7Ru8+7p+xidMjiWp5VUJw23+gVmASVzJZAJmj9FVGTxTv57D3fsmoVNJO124ccDQ077UnfjvJ3LpDXOh52kvRUHW94r/agR6bjVZ72Gsy0wQyMWLGxv+wioAZsqxlqW3lsZ0vMFkVrzJGm3HnXkGUfLBZru7uQYAYA1EZQUBr9Nb3087JZVnF1HktvS02WIm7o4uw/t85aqQ+ef1/gMFHLnOQV8rhNlvgN7dVO9GgbzI2xdp44Lta80F2qet6N66bHV+jEb96om55YUXZRgHy0XFe65bhGPHXpjK0beG2p7t562Z7TqnSOJMEMAEAKUZKigc0ypIzAkiaMswr8soz/qxRAJZX0hunWWSs7vmtdX57JW4/1Oew4HftM/8BQx3DtbTBHL6ckHTh5kuf3nu1EJ5wHupstD6Py8uDCdZKkhxv/BbpB3Y/rMFWqWEstYKBT3rFsFc6RJJgBAJXjF9dmceHNMzjIctp5BBnZ1W5ON6G4Sdiim7aIM9ksb8LaV0uyTv68ajDfHFJLMmxrvPbofds+n3jIZM/hvGswN5vIsD9oRjaGhp2u6YytGx6alWnZ+n5dN2NZ2cVAElH7A8i5GDay+XJY1rWahHb1sMWKYduhQYIZAGCFJDficeNc22/2bWm+IqvkddG3IXH2h3Sd0jSHK3d/auvkz2PZvZJ4Q47TsZ68cn2ti+ZIemTRet9ybBsI75hT8mn3erSJDHSLI8+6Wi/+3k1lFyO1OEe/zQmjKnvbL+/UR/9wf9nFsEZxVyTPnocjiZqg5JAZYVvyKGtx43IeRldP0Bar+/6dJ1uPBRLMAIDEVm7cpilnTtVfpy3MbJpZ18z1Cl4tvSbHEiUor8NyphG0/N6dI+a3wppBtF9SejhmjU53QjmoA72w+XgN12rdlgHf3/bfbQd95XVHBY7/iZc83beMzf242/fVbjI47GjR2q35zmNoWF+9YkYhHeWx65Zn4Zp896OqynKfDGziy7Nz2TTzqne2qe3BbcyH3HW/RtqaLEMxqtD0Q17qlmQnwQwASGzeqs2SpIszTDDndYORVfDSLF2SgMBrnLSBRR4xeZRtULeASApoaiPFNP1umtzr79AvXKVl64OTYa3j9ETY8F45a69azWlaK/jeW4/WDuN7Q8oxMgOvMg83Kj9HWR7U15cum64pZ05NNK7X7nvTEyt1/p3zddal09MVDICkfB+kdHNyKU1/B3VX9ltiqBdbdie/YkQ5/qvwEI4EMwDACkluMJIGC1kGGVndEBTVpnJQcJL1zY17TnkHd+7pJ+4AMdd2uP0nPnfVpsjT6THSsg39LZ+92mD2biIjynBR18EO43tD99zRZjA8OyIc4dXEB7rHH+5+KvU0Wvev5j7dJU09A1ZLck3l0A1Q85XTzQ8culXaxGmceL+KD3KqdEyQYAYAVI47OIgSVzhyAi/QRSSriwpqks4mq2Upu5ZA3q9a2tDJ30JXEwNei+xZW9mjueQ0RVy+YVvoMKMd+Xn81qzdzOuxnYwxvzXGrDDGeFbDNSN+YoyZbYx5xBhzbNFlzNPjyzboy5dPz70W29Cwk2oejs/fUvnnwm7TTavbhmWNmhRKcxxwZfBXxrqhVjG8K68kk3Xo102hpK3HIglmAOgCg0PDnsmmIm0fHNaXL5+u1Zu8E1Jxnl77XVPD2tWN1m5xxA5oLA5i4raZmGSYKApbRR01l4urCZGlCX3tYVnQ+lsa0pyG5NNERoLaykG/H7HPTqmOmaDkM3S+pNMDfn+1pMMb/z4q6ZwCylSY9//2Xv3+rqc8H2Jk+Zro079wlc66LH5TGoH7bIQ20pGfblrb5SxrN63hfFmaIwoVdk6r6nKh/vLcNzvepCygHLaFFySYAaALHPbFq/XKH95Sahmunr5Uv7/rKX1j6szR76bNX9ORDIyT3Ex6UQ2ufVtOVOw0/hd5+AiD2hZ0SPkGdu7ljbv8Ufe95lBpFsVrXHczF0HTn7l0g2eZ2saP2Mmfl9YHUkFrJUrbyVE6M6IN5k6O49wqaU3AIG+Q9HtnxN2SdjPG7FtM6erlwnsWlF0EK9wzd7Xumbu67GIgQ1ldc6NOJmw4W2vdFa1bLnnJmkdhH0HV+e/4dT/0STADQJeYs3Lz6N/fueZx3fT4itTTjHOj0By0+Ur8tTOW6a3n3pX7jX3UQLWsYD/tfKtaM66IYmd2Y13QDXHrttzYPxBz3M7vonby5+X8O+eP/h00Rm9PeFq+Ob7XkM3iVHQ3Ltv+klp7WF3U+K6DMeajxphpxphpK1euLKRwebK+PcKK5kfe8au79Y5f3V12MSSNvHnVPzCUahqO4+imx1eU/gZXlUU+0uIekpz00cK7Lwj2EUCq1kMXEswAUEODQ8NaudG/bdRzbp6jD55/X2bzS3Kzv3DNFknS3JbEd1pBecCsExLZJS/Tjl9SjWsLY52xzuSSbeuyA7jWUj/nq9d1/P7U6i3+43os87DHRhpynI4jYe3m7YHlCjyuTHieILiTv5EfqcGcL8dxfuU4zvGO4xy/1157lV2cXNhwTkq6F28bdCVSbViYhkcWrdODC9YWPt+P//EBPeNL16SaxvWPLdcHz79Pv7p1bkalKsfqTdt07Nev1/TF68suSi7KvvaiGF7bOW5snkXMy96GqvI6XiwKFySRYAaAWjrrsuk64Zs3aOv2dLV/EC5KXixScxYxg+yk+bisb+SyzAvaEiSFJkwTTNO93q+evlSDQ8OuYVzlSDCfVl7tLQ8PO7p3fnurC1/9x2OJ59HbYzRxXG/gMEH7HDWYU1ks6cCWzwc0vusqVd915q7cpCPPukaXPrio4zf3dWHJuq0dw+Tt9T+7Q2/6xZ2Fz/eGmcsTj9s84yxvPGhftNb/4VwV3PbkKq3ZvF2/vq3aifIw1r+ZkDNbYqAseS9T/O1MbeYuVscDIwO2HhMkmAGghq6ZsUySUr9eWoY0CdDQa22EtmDzZFUo4LGysloFUaYTXNs8+/nFmb/vbxluwC9eOl3n3Dyn7TuvGsdRebWt7DiO/uMvD7V9Nzjs6Ec3PJl4Pm49JjzB3OQVDDdrI1GDOZErJL3PjHi+pPWO4ywtu1AYE+WIfmLZRknStdODE6q3zFqpF579T10zfVkGJaunpGeRO+es0p1zVoUO99vb5wqjfRQAAQAASURBVHUMt7F/wLpYi3RMtdXhcliHZUA6Wd9XdfsDqKogwQwAKESWNWfTTikoSMmzZ+yibvrSvkKY1Y1B0U/Xm7NLuvyhwau7d+iUG3TJ+vbaiGm225DjdLQzOjwsXfpge4XWLNoinfWNV4/+nbaTv2ZSnZvRTsaYP0u6S9KRxphFxpgPG2M+boz5eGOQqyTNlTRb0q8lfbKkonalOEdSFrt3s3mEhxety2BqaPXuX9+jd//6ntDh/vfKxzqGe85Xr9PpP7o1r6KFKqtbYhSDNT2CziHtZksIV+XdpMplb9VXdgEAANUy9ZGl2rRtQO844aDR7+Ikj8OCkDhPqKMM6XXBzjTZHaX5i4iL5Dctz2XIMRDJq3O81vUetE6KiLHSJDTzCqRdLWbEWg+OI51z8+y277xqRKepJS1Jk3ccr/F9Y/UTemKsDK9B99lloiTp8L13SlWuOnIc510hvzuSPlVQcSqlyPs0W26su8Ep3/mn9tttB138sRcknsbclZv01Ooteukz9s6sXPMD2sfPS9B+l+U+GXQstcVrNUmOFKUuyaS04sbjtjYLgHLZt1vEuC+2ruzpkGAGAMTyqT89IEltCeY00lxYY9UgM6plJsAr2E4agJe9etIGWWk7+fOdbqZT85eqiQzH0YI1Wzq+c0tbg3mNq0PA3ggZZieglvILn76nLv7YC3TcwbunKhe6V2ACrOyTmocfXD9LJx0yWScftmfZRamcRWu3atHadO1Qv+z/bpEkzT/7tVkUqWtEPZQsPOSsFnaOCvq5ujlqj87+bDxZIxNB+2mcsLcKnYEm2Y3r9rCJJjIAAKkV3S5WkrlFvYDHfQ0vbSd/pcUVdYtoPLz13Lv07atnRh7eL3g9+qvX6Y7Zq1qGC3fc16/X+i0DrRMP5W5HOc5+7pU49solp63B7BblprA5R78hTzxkcqRENRDYdntFdqGf3Pik3nNeeHMMqK5PXfiAXvfT28suhjWSJV3qH6MkVpFznRtt6NaD15Hp9V2c4z5w38jo4m5Lgtq3m5eaHB4kmAGghuLG5RfcOV+zV4x0NDQ87OgPd83PrdOaXC7vUZMOJScnahI75CaP+8m/3b8ok3ndOHNFrA24evN2PbBg7ejnC+6ar22DwcdUmsrFw05ne8jeNZiTz0OSTn/W09o+x0kMU0MJcdQhmZz2nBZ2Q/zEso2acuZU3fTEinQzqgk70gfS1EeX6tFGm9lNP7phlk4++58llchCJJCTs2DV8QAANl2H4+yONpW7jkgwA0CNRb2IfuWKGXrdT++QJF356FJ96fIZ+uENs7Iti092LssYNfornJ1DlhUr5xHnRAr8PXaOrFZB6k4GY89v5L/rtw7o6keXtv12yJ47xpiv/5x7E0RMrW0V//ymOfrpjbMDhk7ZRMaw07FJvRLWXjWd331S9OZu3POg4jHyVoubwbjLEHGhpz21RpJ03YzlMWeQvemL12vp+nTNV2TFxl3mRzc8qcXrwtfPorVb9N7z7tHG/oHA4aJeLaqaBqzjA8msa1CWsYbquF1QH7btnnk+iLH1IQ8JZgCAJGlro8by5m2DktT+en8GwgLreO1wxRg25vW3asFzUICR9HXErFaB17rMOxz6xIUPtJfBZx0ELeMf7n5KC13tGff0mI7Ch+3TE/raw6y1W7YHbpGhlG0wu9e3u8mN5nCtHvvfV+mbb3x25Pm4a0m7P3uxNAYGMue7q5d8DFz+0GK97Ps353pDesZPb9cLvl1ODV1bb7TDXDN9qU797j812PJqyQ+un6XbZ6/StS0PDYKuNdWKWFp4xgfV3I5Zs3l39jrWPJtMsHgZgLzkvd9X4RxJghkAaszGAC/LmyH3tIrs7MnGdVuktEFOYTfFCWY0Y8kGvfc37W2k9rbsQFEnOaGvt70onTnqNmmSJCNNZLi/65yeu5mOSeP72hLTR+27S/CMXPOI1Aa5/Dv5A/LUegj0DwxpyplT9ad7FuQ/48a+bss+//8uflhzV23WYMpOPpGtL1w6XQvXbNX6rdEe6FuyO2WOtnlH2HK+iMKzMobXVy3fVSE5BmQj487GPQ4dWytEkWAGgBrK8przt/sXacqZU7Vq07aO37IIFU0WN+J2XmM75BFalx1g2H5jmLR07hv+JJ3Q3TlnVdvnznXV/jlN+8h/e2CR+gfaJ3DH7NUdw33o/GmB03ndMfsF/u6usRxl+zcD46hr8LRn7qPXHr1vxKGBTl772prN2yVJP/3nk5nOK59+BfJPxPzi5tn66hUzcp3HlY8s0ePLNuQ6j0Dd/iQYsFK5cSOnBdgoUuuGlt9zSSSYAQAh/nTvSG2v+as2+w9U9vUuYrCYRUyZdQ2MPOPcsmuLBNXILapkrfnQhxeuG5u/RwFa11dQUxBeZf/h9Z1tlrsfyoQ9C/BqHzmOS1wdGv7tAe8ODoPssdP4wN/defagZXrBoXtEH7jFee8/Xj9/97GRhgXKEmVvjnLDGPjmTY4X1+9e84TOv3N+onH7B4YidQT86T89qNN/dFvbd8vW948m+4tiaUWvyosaY4QdB2XHKrYg8Ql4qOuB0ax8UbPrEwlmAKihNNfiKl/Hbb9GB5UvKMCIe/MVVKs5UsIjp33AcdJvoyjNSPjN4w0/v8N3nClnTm377E6k9hgTWPgf39hZK3LiuN6O71onsanR3nlTmk7+stIXUlM7uA72mIe+/Aqd/6ETJJXe/CxqyIJDJZi7fBFOfFW6yXzml6/R0V+7LtG4z//2jTr269dnXCJIFTguQlShdl4RqnQuyEpV21HvZllusij3OXU5P9RjKfyRYAaAGksTpMYat6SkZdxJBi1S7GlZHCGkScLGnpfHmiv6NsFdhtZPSTr5k7xqMMcvlzvB/MCCtW2f//HwkrbP7gTzuojtcmYp7nrxe5ix26Txo21Qx20iA2jVelhEPe+WlaooYh9PMo+s14fjSNsHU7TpUwHXzlimO2evCh/QQkXFJ3VJ+CAjCU40Ufch0s/VE6nJhxJOITzLyBcJZgBAYknigmZCyn2Bz7PWbB1FWaygwD1th4hRbgq8ko82b47WhElHgtkjwxy2b+3gSjCfMGVy4PKfffXjbZ//868PB88gB+7l7uBuIiPSVOnkD/F57S9xz+d57nO2nsvmr9qsl3zvJq3c2NlvAodgdB/7w/1693n3hA+INrYeF7YKbz7EfoGVNzJeAM5hgN1IMAMAPDWDwrxfW+t45T5G9JhloBl3WlmvFsdJNs245c4q4ZK2zcSstt39T60N/N29vEHruLUJZM+2hmMu8oRx7WFWWPJ20dqtkaf93bceHa8wKfzXq44c/buzBnP4+GM1mEcG/tiLDtXP3v28zMqH7tO635X9ENG2hMdvbp+n+au36OrpS8suCiCJh4tZqNoqjP62SRVS6ACiIsEMABZxHEd/uGu+1m0Z6QBn/ZYBz1pIefILCjNLTBacDWhLRBQ659b5+s+5ajcNbmW/IvuWc+4M/L0jwdzYFl674VDLl+7a10mWc1xve5iV1a6/984T9PbjD8xmYi49xnTUvP7USw9r+b19+KD2vpuOPXh3SdLh++wkSfr8a56pM47eL2VJAcCb+1Rb9kOIopW5vGFXhC7bFKFIvo+IEktI7D82yPI+rtBzlSU7T92vTySYAcAi0xdv0JcunzH6avxzv36dTvjmDSWXyl+ca6Jf7JjFdTV+J3gZzDSJHJqMqFlcEurmWStDhzFtf7ev8+GgGswtP/a4IqQeo9hPA9y1fR9YsDaTdPyJh0xu+3zKYXtGGu9/Tn+GTpiye+Awxkh77jze//cES/C24w7Qbf/9Up0wZXL4wEBDHW664lyboi5vDVZLcbose+fdrIyde0xoItrSctugG2v9dteRXA1Znl6LrKxi62UhablsOxuQYAYAi2wbHJIkrd0y0rlXa3y9Zfug3nbunZq1fGPodOIE5u5h/UYNnGSCi6JvwjnFlTJN0FDIBTpg4eKWPemiBq1fW+7ngtbFB393n257MjzJ3DTkyig3k8grN/WPHm+jv7WsgKCmIN75q7t17YxlofN21/Y97uDg5G5U4101o48+YFe96Xn7h473oVOm6I8fOSlwGCOj333gRP/fEx3rRgdOnhR/REDh+5ytN4utgm6eiyh+tyXrKrBL+Iv6oKFLNmnUmq3diHUDjLDvdOi0/H8+bD36STADQEXcPXe17pu/Vt++amYh82vGrVkFsEV06uc1zdidQnWMHy0BHzxN+8KAoBKlLW1wEjv9hnc3G+Oe5LSWdpn7et01mEcG/uPdC/T6n97R9tvQWB9/nZ38uT5/7A/3h5bTfehM6Msm7Lpn3pq2zz3GtLWTLEmH7rljx3gT+no1oa9Xrzums3mKFz59j8a0pMP23sl33tzQAvaI3+mhncfv9Y8t10X3Lii7GIULuh5G3VKWblJ0kfhRXfAY3fLwBPWTqqJTTfb7vrILAADIXpY3kVnXfOps29b9e/g03GWKksCt8j2YZ+K8+GK0zz9lAYL20bBp97qrBgdYsq6947zWJPITrrcBWmswu4vnLm+UIrj3y6wOy8WuZTJG2nfXiW3fff41z9Ruk8bpbefe1TF+n0fhd5rQF6mMJDNQVUWcM8s6L1f9uPzX30+TJL3zxINKLkk50sRsdUlKoBoCd7eMO1+t+nkNI6LsC1GafalC0zBx9vvm8kS67434nQ2owQwAiMTGQC/uTVkdb8RK3ywlFMBdmzjInJWb2z4PB+wEgU1kuIY9ar9dQucdNK803nNSexLGGCNjjOaf/drR747YZyedMGWynvzmqzvG90rQt6TWA+cdI7cPWKmQXTjlTGp4qULGbIzJkB/bzgnpatiz83aDKOeoMs5jxdwL5tMsltf6su1oIsEMAKisZk3mLJ9q5xF3RC2fLU/nY5UiYZHj1Iz/67SFbZ/j1GCOM9+bnxhr23n2ik1tv7mDut4IUfHgsNP2ECROYjxIZ/Md/sN4zdGr7M3VElqD2bpQFrBXtJpb/kgiplThp8rVLXk0rcuXd7NaVeG1pLaeAqq8VWyJtREP8Wc1kGAGUEtDw04lg1KbShzpxrikAvvVXE7zen8xtdq8ungvYsbRxElmJE18RKl17h7kvy55pO2zO6Eap6bwcOKEuHRvS9vHUZZjaNjRpm2DY+Mkm3UH9/J7Ja57GgN5/eZul3qE4zt8KxJeKFPUQ922y3+WNbk8j17Lltc2tp+32uJVy9rw9IqlU3XGHHU42zdaAlHXW9QlL+M+p35bBXXQLftlFa71JJgB1NLTv3CVPnnhA2UXI7G0N5Bxgs6iLlYdnfzZlFmVVXne0tgSuISVw50E/cDv7os87aGEC7l+60DbZ692jN0eXLC27bOjkVrNSdz9+ZeP/h3Wjrk0VkvZ6x7dq+zNYoUtVla1sIE0Iiepci1F+aIejpac2uGSVxI1j8l6lTWr+XBZacfxOqLImLSKlZIAG5FgBlBbV09fVnYRIvn9XfP13P+9LvLwfjckv7l9np5Y1t5pWZrXiZqzyfr1Xb9O/WwJ7Qq/z8lxholrGUcYJvCV1oCtmUUQf8Fd89s+u5uzCJJ0/u6xeozpWAf9A0Ouz8Ntn++YvSrRvCXpaS2d+Lm3a49HVrj5ldf5wmv45nrpaAqkMexnXn54nOIC1rLlWhNFktOVbQ9vkV5Vc19VLXdZ/N8t6i6Wv+yHiDj+u1Nf2QUAgG735ctnZDKdr1/5mMb1Gj35zddkMr1O2WRC3fFGohvopEnCDIOdRJPqsmgrr1pJd8xenXjc4eHwYTy5tl2PxyP6X9w0u+2zu7b01oGkM2/nfnDktZ69kshNXjWYmyV1T7vZ/MjOE0dCRr8azNd89lT1ea0UIGfBD7vGVKmSZBZlrdLypuU43VEL1rZmIyI3+dBS7O6KgvzFjWPt2vLZi7o+6r4eqsBrS3XZ7Y1VbFv13AkAgIWiXCwuvOcpvfz/bm77bmAoz8tMumm774s6kmSJppks1MzyHs2y+73C5NkGc57itNfcPl77Z69Eq7sZjXkrN7d9Hkqc3XbPO7wsQZ0Q9vV2hn/DYxnmNs3VFdYJ4DOetosO23sn33kCcaW54pR+Xrbtjg9dK49d0buGadCbSx7TyLA8VUbHZagqrz239GtvgGIvy/HnFvftI1tXNQlmALBItKYJRi5AX7x0uua4Elgdw2ZwObX1AtaqMk/OQ977y3o5KrNeXDZvG9RQ0t74QiRtg3lgqD053OtRC9g97ceWbnBNI5tl6mgiw6sGc0CU//pj9uv4rnleaY7nHr15LqnC+QD1UqXXxm0/Purezmgtlq/ii9B67UiTbKrFtsxJlVZN9Frutp89kacq7dNB4uzG7gocdUETGQBgkayuMWkCtThJ6bpdFL2EvXqb1ToI2mJVXc0dHTtGXJD/u36WFq3dmn2BJK3fMhA+kIcL71nQ9tkrgRuWE99lh3GBv7/yqH103WPLQ8vinrdXDaig1iqO2Gfnju9Gayg3Pu+36w5avG7raCK9+XtQ0xtA3shBIIqqJKuCkqhhS9AN8ZdUnW1ZBuvWTcs+me7hQvqiIH80lREuzvqoy9sM1GAGAAsFXWKiBJRxan6E3d5EmVKSTuGy7IgoMAEccT5xg6IqhAFxO0rJbJtkMJlLHliUfiIebnx8RaLxNm0bbPvsVYPZfdwduueO7gF8p//V1x2ld510UKSyNM8BHzr5kMbnzmG8yhekue2byesfvuO5kqTD9hpp9qKZPLftfhb1x/0q6i5NorCoczI1ipFW7DibeKMy0m4rtnV9kGAGUAszl27QPx8Pr/nXbbJ9GprNtNxTaQYVSW5d4tzwZB28lH2rlfZer4hgLs08bK8o22M6E/LuZj0Wr2uvhT0YUMX5+CmTA9tNbtUcrNmetFdyIu6x725jeacJfd7zqsSjFdSBZ9MYKc57ZZ6z45Y76uBROzgEkoqb/CYP3cUi7iokE4F4qvSAjwQzgFp49Y9v04fOn+b52+UPLdaUM6dq6fp8Xrmvr3IuZmXFnck7rcu2HPELkOWkyl6YMTaVxUuUJjK2Dba32xzUrrQx0WsdN4caazfZe3ph47caS1a3f+5ojsPuzYIukWY3zHMXdh/hRdXqamv31vJzJ5KLmmQoIxfBfpdMlm/z2SSvfbCeawtBqrTN8z73tl7rbV0vJJgB1N4l94+8aj9r+SZJ0tevfEwf/8P9kcdftWmb+geGRj/fOmulbn4i2Wv2VVClm4RmzRrbH+zaWD4by9QqqA1hG3gmmEMaYQ5KMPcYE9gxnyQ998Dd2ubdnFoWR+xoExhqP6ZG3zAISGYDtin9/MZxUqrm+ars3SArZT7YK6LmXOnHawm8aoZXYTXELWNW+y6nVFSrgkNxhbVttVh++wYA2fvN7fN0zYxlkYc//hs36P2/vXf08/t+e68+8Lv78ihaZWUZFKeZVlByvAo3MEUUscxAJE5NnbBka9l6e4w++vv2B1XDITtZWIK5r3dsmR/80it02jP3bhvmpUfu3Rg2vHyxV587oexqk7lZ9Obn33/oRH3sRYfGnAlQrLLPIrZcd2wpR96s6/QsIza0Xdu6bvPan2q6+WKrwmpIU8ayz0dlzx+os76yCwAAVXDPvDWFzCewPcWCAiL/JGC6ArjHdi9PFQLqpIq+aSqyXc6kr3eGjWX7/tDTY3T77FVt3z22dEPgOHNXbR79+8DJO2jhmrFme4xpT6rvvuN4Td5xfNv4QW0uu8Vug9k3oew97xcdsZdedMReseYB5KEKSakqlLGO6rbabUughxWHRB5aWbb7tmFftV9W26hK7RlXETWYASCl5Rv69awvX6OZIcmlOOK2n+oW59Lpf6GNHglaHDOOMh6dsrWqbLyRsNxe+1hWbQH6TeVP9yzQ4NCw528nfesGbRsca4pm8/Yhz+FsMc6jGvGGrYORx1+4Zqt++q7njX7uMVKfa5ruJPFokxijzVY0P3t08hd0DvH4bbSJDFdCWa6EcxWOdaAItt6k1rVN125Tp63Y1m5onRasCKwwScmPB1vP01XWXKWtqza4Ykv4NggaP07cac/mjl+QvCrsFI0EMwCkdMPM5dq8fUi/v+upzKaZWQ3UTLNB6SbmHtud5CryAhlYu7MGNXJS1xKJMYE4NWW/MXWmLrhrviTpqdVbNGflptHflm/YpkVrq90R53FTdo81/OuO2W/0b2NMeCd/zVrEzXaS1d4xX6vYLWS42ljuaHPZ8Z8XUKayz8m21SptsrNU8NKWBMt4w5V9fPix9LApTNzEZ7evryZWgz08Y8+YGyirfn9sOT7ilCPtqdmSRe5AghkALBK31mEoS28sgmRdQ7sOAm9EbI0wfKzbMjD698v/75a23waHst+ybz3ugMynKUlDHttkxYb+xNMz6mx32t3RobvZitFKxl7Ti3nCGKvB3N7Jn7tDQdvbxkZ9dNt5Ht3H8zwdc8e3NYEcxqvc3t9VdAEjippgq/lqAHJnyzGU5qG0LcsQhAQzgK7RTWmRblnWXJbTCfyYbJIWBgSZtWUWcw0F1dKd9lT2bZ2/56SDMp+m5N1h333z1yaenruTvxHtn5vNVvS416FXExkx5/+WRiL+wN0nNebVLJdr3t1ycoE1bN/l6p4Aq5I6bYuw/d62Z31RY4Esaj12FUtXTmZHmgV9z6C7FPnWUaTmQQooR5FIMAOopPufWqO/3b+o7GIUqvhAK98Zlhk4el3wi4g3vGbRWpasbo6LqPCc9LW23oAVfdzB8ZqY8HLlv53S9jmvGrfDKbfVK4/ap+1zjzGhZXXntJOWwCu4fu9JB2net1+jvXae0JhXe6d+7hrOQBlsal+YY8FeVdk2dUqIN2W96quyLbMUtleUudek2Ro13N2B2PzO+1k1F1I2EswAKukt59yl//fXh3OZ9u1PrtLideW0BRsl+Mr68hMayKbsuCFsPqleFYoyTEUC2jxuorwT2tlImugJWs5xvenDkmfvv2vb57SJYEnaaUJfx3deNZhb7TKxc5xW1z22vO2zMZ21uzvbKW/WIm5vxsK7iYzA2XsMb9q2zWiCufl747+h7UQDRUixG1bkkhBLVa5z8Jbk+s82r5+4e4EtuffA+wSP39rKnXXTgKiUzDoXr/n5sErLF3z3AwA1EvXc/N7f3KOJ43r0+NdfHW26OZz00wZV2RQpONkV9beQyXaIUvZkq8e0/NU5hbjbMUnNI5vigzT72MI1W8amE3NdBuUnsz6W3vy8/bVsffJ2kZs2bRvs+G5oOHic971gilZt2qaL7lsYaR7GSH3uBLNrmNGEcngLGekfWLjaYP7ES56udVsH9L4XHJxuukA3SHkui3ouJAHTHQLfSipxH4i6n1YpOVIltq3Xtrwx5ybEkNX+EmU6VX5zpArHFTWYAXS9W2at1GNLNrR91z8Qkj3yUG6Q73OxzLBMFb4ex5NDD8hpAx6vX8p8VfzU796UuBxBzUBkUdu4jZEO23unRKP++V+f3/Z5+tde1fY5rKwvOXIvfe0Nzxr9vMeO43XG0fuOfn7z8/ZvG77HmI62lTtqMLtqFef5yGK0DeZGpLjzxHH61pueo0njqZuAasvzUp3ntKt8U5y3blkzZYSZXus2arxbhWQI8sHpqv6id9SZcj5xhmW/Kx0JZgCF2rRtUFPOnKqrHl1adlFGvf+39+o1P7mt7GJYq+gbhCizSxY/lBd1BLeJnG4FB40ftMRpg7Ck5e4JiDzunLM6YWl85mVM5K3+l4+2J5Rf8PQ92j67m8n45+MrAqe308Q+TejrHf28evN2/ezdx45+ft5Bu3WU1d0+tXsd+9ZgziHtMNapHxkCWMjSm8gkxQp9hTzgN26m0SrPB8/5PjzJceIVUsfVQAjRHVK/NBelicgKNKdS5LnM1vMFCWYAhVqweuTV+p/c+GTh8y7y2vPCb9+oE755Q4FzLFesC6q7o7IUV+PmNg2aQtZBR5obuDz2wbgdFhZ5HKzbMqA3/+KOtu+KTFgaSXvtNCHSsHfPXeP72xde84zQ8Y/Yp72mtHs5d91hXHvZXL/3mM7ke2cbzO3TzjOQdXfyB9RRbrWCExw2aQ41DlNvtt6A5y/fHSJN0xi2Nvdhk6quhu493rpMhk041aVjuyTc8YdNnRinQYIZAHKwZH2/Vm7cVnYxEnEH/3nWvs2aVzDTWv48cglpA4LW8eNMKbDmskUxygML1rV9zrqTuKDO9HqM0W6Txvn+3ur0Zz8tYB7h0zjvfSe45t3++/tdbRd3JNqNOmowv9HVjIa7WQ6/Gs1ZOGTPHSVJr3jm3tlPHEjItmsOqoH9Jr2sm8ogmVxNafYDm1kUNldGHbZ71iIl1TNacbaufhrSA1AJG/oHNLGvV+P77H0uZlNSb1SEMvk23xyhI7FEydWO6RZ1iWzp5M/Cq3Ie68Frilk3m3HVo8t0z9zoTVtkvZT/9/bn6o7Zq3T+nfM752Wir9cFLR0X7rnT+LbfotS6dp+bOmooh7Sv3GNMxzSO2ncXz3k1p908/vLYnQ/eY0c98tVXaucJhIool42XVile7eciLzlBxbJ1XSJrrQ+u0211C8MlWID9Aq2svAeuoSqsZ3szNQDQ4uivXqd//f20sothrVxq5saYZha50ap2YFRWzajUN40ZNqPxjl/d3fY5qGxZJ9KP2m8X/e2BRann9az9xpK5Q8Pt5Y8ymd13HKdfv+/40c/upHRn+8rteozRzhPdzWi0D+P3dkGSVfrao/fV+R88IXCYXSaOo4kMlCbqnlf2a6UcI8hS4EPgkHFtqKld0VDOXjVcoUkWKelqqOHqsxp9BIBqKQAq45ZZKxONV9QFzsp7zILbgcxCmvmnaRfQZlVqpiRM1m0w77frRG3sH/SZV/TptJars33k8AlN6OvVK47ax3fefjWYx/f1aPvgcKyt6J52kn3g5y0dDgI28jrtFfnwylZh168uWQ2BqvrAulXrdqzCNq1aLFK2uHtoFfaBMHVYBlRX2Q+juwU1mAF0DQKb+kh675hkH8jyRjWP0CZpwFTW/XdvxpFHUFLJ/dPHXnRo2+fWGrw9bbUu4tdgduuowdyRYG58dryH9zLa8V784gCV5bm/1/AgCE8c13ChuxzpDpD0iobTn32Kvo+o4nPDKpY5LRLMAArlFUj9+58f1DeufKyE0lRL3a5RfsuT5mLs3U50NtPOQpbxcWAnf0G1/CJMO8/V5K7Jm8R9Xzyt7fP+u+3Q9nnPnSZI6lxHZ776GZ7DNQb25U7+Hjh5B58hW8ZxLWef63NzmqNJ4wgR2ViTGM02mAFUHYmT7LmT8bYn8Tz7S8i5g+KsZb2OK7DIqaQ57KtaQ9+z2B7fVXPp4Cft9oxzrNh+rpc6j9+qHs9+SDADKEVr8H/Fw0t03u3zcp9nXc7fed+M5rWe/C6gzcXJu3ZW1V43zULc5fQbftM27yYokkj7Gu1rnvO0js7wjj5g17bPn37p0yV5NCVhTNsyHrb3TqN/tyaR3Xuqe708e79ddeW/nRJYzo4mMnzaYA6qley3rkYrPzujAwJdr243aUivKqfG1j03qMytv9maSMk6vqrKNiyDLbFs3FOvV7m9YyBUWZz9M30Suvp7Sx2WQSLBDKAkRd4I2hKAtVq/dUCDQ8Md35dxg+x3kxJpvSUobmmd4tl5L9Ym6zJ6TS+wAyGfH5/9lWt199zV2ZQpZRg5d+XmjuTt647Zr+1zs48+r4cWrZ3tTRzXO/p3WxvMrnG82mR+9v67anxAex/uhHJfr3cbzKM54ggHnHvdNT+HjfmDtx+js9/8nNDpA1XkfU3pPM9UKQFdoaIihSyiobokJST2+6qrz56IomR1j27rA7c4FqzZEtrflI05DTcSzAAKVadAuCnJJe2Yr12n/7j4Yd/f466njjIUfJ1Ns12bRc3r5j9qyaIGJ+5iFnKx90wUBzWDEV6ooHJ7/fTggnWR5v+8/71OKzdu85122s289y4TfWsDN43WCvZYEL+2joNa7uisCT3y379/8oW+47hn01FmVy3kKC2HuJvIePZ+IzW3D95jx9FhvJrvePOxB+idJx4UPgOgZjxrymV80o5y7Up62mursUr2DSXIa69r3Z2DDsk67fWhh3AXH+Pdu+TVk2UyN8ouH2dutuQZki7X+397by7zKhIJZgC1V9SJN+4l7R8PL2n7HPXmMc7yFPWkM06wEVbrsuyns7GT+5Zd2PPibkP403960HO4tVsG9NuAJm9+devc2PN+5wkHjv790VMP9UjW+jQl4bEt3Z3teU3DvUn9OuwL6pjP/VvY5yj73WjN7MbnD548RVd/5lSdeMjk0WEu++TJuuLTJ4dOC0A6WSWqs3i9HJDyrcWX1W4Xdf+NXDmghkGY17mlhos5okseLtRRlteiKJOqwrUvWgWfbBbE1vVBghlA1yjzRHzpg4v0m5TtTBdd/EjBbIxCdXa6k1xHUwERJxZlsKq8ZpW0k7/RYQIG8frJLzHrZdpTayMPG8V7Tjp49O++XtNxLLs/j9X07ZyWf4LZf/7un3ojnEw6k9Lu+XnXaA7WXjPbGKNn7rtL2xB77DRBRx+wW5SJAbBIkhilGler8nTv+sk3Yowec3k1VZN8et3CiVq9u0R5bjI7lxh1kee+m/c9ZBXOlX1lFwBAd6lK8i6JoCX7j7+MNIfx4VMOiTgtj6A8SZksWt1hnfwlEZZolKKvN1teq8pS1I5UgoZv2jowFHm+O47PNrzYZ9cJo3/3GBNYc1gKriXvlyf3muaEvh5tGxz2SAabxn87pzNxXI/6B4Y7m9VIsH/5Js5ruK8CURTRTn0VcUYIVudzZlhcnec+HnWteq1/7+Zr0pWn8iqwAuwvYTjvhxw1uRgUiIdF/oo4lG1d16XWYDbGnG6MecIYM9sYc6bH7x8wxqw0xjzU+PeRMsoJIHtZt4FYpiyXJMp6ibTqMiiUuxOyrJR1o2frLpdngJB02is29KvflVD+3rVPRB5/0oTe8IFicFfmcSdv/RLOcWowt37dnN+ph+/lOZ1mbWSv6Q/7JYGDP0baPz972hF62TP21uuO2Td8YKDGUrX7n9FJ16aERGtJLCoWEqjSQ/GoZa1z5ZJuw5ZEkLLvtbrxXFP2OncrLcFsjOmV9HNJr5Z0lKR3GWOO8hj0L47jPLfx77xCCwkABSvjhjXqLD2vXzkUN84qiN12ZbzBo00zo4kao1jrM2knf35jbewfGF2fF923UP/6+2nRC+OSRQ3mtx13wOjf++wyse03d0J58o7j2j4H7Rf+nfwZ7bHjeEnSpPHNBLnjOU5gDepmgrkRYZ3+rKeNfG78/Iqj9hn5nKCG89N2najffuAE7TxxXOiwQNWleQ3fS14PtiM9GM5lziHTte2uE7G0bj7bUibR21FmH0zN0idGVjbbBysVcW8b51zjONLwcHCZLn9ocaryPLhwXUdFnW5RZg3mEyXNdhxnruM42yVdJOkNJZYHABLJ47IZv6O5/C/eQXOw5SYizWrwS1LYENPm8UTefYP4nK9e1/b5tidXJZ72xHHpazD/1+lHen7fYzrLftzBkz2H9Ur8BLXB/P23HyNJ2n+3HSSN1UbuaO6i2USGx37vbp6jWZu7OU6zs0T3uIFtQNtxeAHliJrM6qaOsdDGptrkueJaUBtx99gqxAFFHIVx10OXnBkqr4jt1LxMbNo2qBd//6a231Zu3Nb2+TMXPaT7n1qTeF6/vGWuvnDpo4nHbzr9R7dqQ/9A6ukUqcwE8/6SFrZ8XtT4zu0txphHjDGXGGMO9PhdxpiPGmOmGWOmrVy5Mo+yAijQui3b9aMbZoU+XbSNVbFfhquu6OXKM4iO1m9hOVsyfm3sdOXM8378eQftlnoa/rWETWiNwaBF828iw2jSuGYyeOS7Yce7BnNQExljHQwGtzHjHtdreY3rvwBGhD90q8dRU60oqHxVW19VKy/sYstzlahxuyXFhUXKenCycM3Wts8nfPMGLVyzpe27jf2DqeYxffH6VONL0uPLNur2FBV+ylBqG8wR/EPSFMdxjpZ0vaQLvAZyHOdXjuMc7zjO8XvttVehBQQQbNvgkM67ba4Gh4Yjj3PWZdP1oxue1C1P8sCoVd1q6KRanIhJu9TzKUDRwVXSTv5izSOLNsBTTHusM7xO333r0ZKkp7ma3WhtoaSZvB92Wn5s0TNag9lj3q5ROj777btB06pC1SWgAN1yKHTLcualaquvCuUtOpSyPHRDCm37u1dHcUUVBGixdH1/4nG/c83jGopZMe6fj6+IdG/fOsiyDf16+7l3xS1eocpMMC+W1Foj+YDGd6Mcx1ntOE6zvvp5ko4rqGwAMnLuzXP1jakzddF9C9u+Dzqhbt0+0mbR0BAhhrd8b0Xcaz2rreA7nRSLU8ZNeMf6KWA3/cDv7tOKjckDn6hsemnAt+O+OBPxGPjA3SdJksb3tYdAPcaMbctm5WOnvbkL92S9H2i013oencZohWafaQbVhu78CUAgi05mQOGy2/+jXn/yioW4/nWq+tnNq/xe25ltbyfbK+4kleae8pyb5+jOOfFqGv/3JY/oioeXhB7Pjpy2dX7v/PamO2zbHmUmmO+TdLgx5hBjzHhJ75R0ResAxpjWbtJfL2lmgeUDkIGNjXaDmkljVIdfUi31dN0TyvnCaHtNsCiBwUML1+lXt8z1mUB2ZcmqWZosmhnxTTBH2KBBr8+P1Qp2T7fl75B5jn3uLEtzFbpbyBj97Prdbx6twxy2904dvwFdI8Vpqa2jNNvuwgJUqKgoidd1Lo8mvmK3FUxasDC2xLepOgsHQhR1PUw7n6FhJ/D8d+PM5R3fLYtQa9r3zUdLD6jSEsyO4wxK+rSkazWSOL7YcZwZxpj/Nca8vjHYvxtjZhhjHpb075I+UE5pAWSNV747OU7UQL5zqDyuvVGmmWS+fgm2qsqyWYmgxGhW8wnaZkMZRXGZdEro7oRw/129vvae/2jNX69Ov/xqEJux2sU+M/nMyw+XNJb8ntAXPYxqlsVp+SbMuN4enf/BE/THj5wUeT5AXeR1jahS/FGdktqlDvl5z8uxx3et17k8OgQem080eZbBc3512NhNFV8YzlfIcxcuc//6491PhQ4TtugfvmBax3drt4R34FehkEWS1FfmzB3HuUrSVa7vvtzy9+clfb7ocgFALHlcTT0uJoluihMULa/rWNh0i+lB2N7gPaxoPT6d0yXdYF67U9z2w/x895onUk/DvbjNm1b/zv86eTY7MTp9r+RzY7xmMtjVRMVOE/rapnvg5Emh805b8+AlR+4dbUCgC1h8CrePx8qq+/qr2H24p2yaCih+TXhfb2u+w+WkSg/Bilb3c1hVBe2yWW2zMjf9WZdN1yuO2id4oAQFXL81PMFcNbZ38gegC2V9AalkgFuRIqcJgbMMEgObRLB8XUa9j+jzSzAn9Nvb52nm0g1t32XVREYSh7uagXAngIcb/YTGue/y7DjP1SZy+2/t8/Cr0RylCO4ay2EJZwDR8Rq+P3JT1VO1y0Lc61j78VrMW3goV9b3XpzXqifOG4eB0ylo2/e6MqPuBz3bB4djTS9KnLLPLhMymY5NSDADiO3yhxZrweotuc8n6wtKbifoDAsaNKWya9+mnXtYJ39x1mJAQxKBv2RRK8S9HYraLL0Z7WfNqWzoH9Srf3xb22+tTWQUHcwf+bSd2z7Hqakcx1gbyR41mF0J5Y4azTGOgrFpeHebWa1wEUAkFmTKeIg1xvZ14fkQNOJ3NkhzHeMaOML2fTSt6E2rlKvs+VddHfdjd/w+HLKQTuN/WavawxUSzABCXXDnfP3q1jmjnz9z0UN6zU9uCxhjTA2vNxbI90qT9zar2oXSFr5NZOTUyV9eCV4/k8b3tn2eOK49RImzmEEPY5o/BVUI72giI6BDQP9pNOY3Oo57miOf99wpvPYCgHBJHsLmdb0r6vQZWH4utpXmuflqukkDK1cUVor8tSafaropO4RuvxJWRCXfbK2IuJcdmy5TaZPk7vGj3SskXwG2JvVJMAMI9ZUrZuhbVz3e9t2mbYOxpsHr4fbybSM25LOdst/BwvbZtMFR1GPCXYM5yXynnDk1sJ3l1hrMGbfIEeo9Jx3c9tldwzioaQu3oI4kmzUQvDsAdH121TaOc/5yJ+g7Es6N/17x6ZP1m/cfPzrcDZ97sW75r5dEnxFQU8QL0VXj+lw8m5IXaBd2eLPpRlT1NJjFW6Oty871AGVr3QennDlV6yN00FcE265zoQlmY8wRxpgbjTHTG5+PNsaclX/RANRZVu0yxVGFJ9ZJS5jFuiqoD8FcRA1ko9RszVPYLILK0NvrTrgmK8PCtf7N27Qmn4vuZGZ8X7Rn3nFuWoKSyEEdAHY8EDPu38PLYNwZZZ/f99ttB738mWMdhxy29046eI8dQ6cPexAr5yziIW9Tx1jNc0fZTVvBbt25d9hznJYpaNt7nTdsaYc1zSkt6qhBS2rRab5rVfW8lXW5l2/sTzRe6y4c543IqohyN/drSZ+XNCBJjuM8IumdeRYKQHw/uO4JXfrgorKL4auzZqC/qp1Ic8lMVmwlJEtOu9oyTjH/uA8PghIRRQevfvP74qWPtn32a7Lil7fO1c/++aTnb15rZby7F4sWwy39VxRdg7l1+fbbdWLH70GJ4Y5hA39r1oT2Sj63/zaWX3Y1bxFehJZpuNt1rmpojgDEyhjhc3IgKVKMqp5d2T0gKfBEUYVKMlGF7e9ZLikxV3nKWPNZbu6wh9buX73mXUjlJct28SgJ5kmO49zr+i7eu/EAcveTf87Wf/zl4bKL0aGjmYWUyaE08n76n/cNZKw2aJNMP8ZDgHzl021M1OUJu1B3dNkWY0XFWbIL71nQ9jko4fv962ZFnm5vwITaOvkr4JZ35v+ePja/ltkNBjTjEUVgLeWAJHHHb67pjN7gxVg1nR0F+pcNlUWsbBnbbrhQLE6v1cchPMLWfbmI7WPrssNfntfeoGnnEVO7H05E6Y8lj3snv2Wz9T4iSoJ5lTHm6WqcR4wxb5W0NNdSAUhl5cZtmnLmVF3+0OKyi5KKrSdOZCOfjg38o4+wudm+v7Wur9/dMc93uLecc+dogtZrkVp7QXZ3pHfJ/WNvQWwdGPKdx647jAsrrqe9d27v0K51nbfmvYPaiY7C3XZy22/NTv4CIiB3QrmzPfLoO4s72e1OOKMWiJUt5d1MDqkrIKqgwyVqG7lpat9ypexU5iks81iZ03Et5HkPVdQ5oDOB7O5LpazeiUyl3mCIkmD+lKRfSnqGMWaxpM9K+kSehQKQzpMrNkqS/nzvgpAhs7Fy4zbfG7bqnA7LZ1uHJ2O1OIveinHmZxr/n9/aseWi3hrnfO0fj/kGc/c/tVYrN26TJJ13+zz9ddrCtt8vf2jJ6N/9A8NK4o4zX5ZovBWNcjW11qZuDeQGhjrL5W5qIsgO43pH/ju+z386Xoknn079Rpu7SLAruKd5zAG7SpL22aWzGRBUFrEyMuV13Yma6APy0HrtDboOt15by3qQ2i0PkWxJvmcRJ0ddli7ZtLWQ1f6ZdpP/8e6nSjkn+DWx0VoSo/rt06EJZsdx5jqOc5qkvSQ9w3GcUxzHmZ97yQCUZmBoWCs2RGu4fvri9TrhmzfoL/ctDBzO9tqhdRUl6MsiMMykk8H0k4gsy0Dja/+YoYVr/DvOa5uvZ1mizccdqAR2CNhydf+vSx5p+23b4FjydtL43mgzd9lxfK8O23un2OP9+8sOa/s8rqWgrUs3MOSfXIlyw/qBk6fo/73iCH3olCm+0/HSbIPa3d51lNfimr7/tmP0jKft3DG/5jifOe0IXfXvp+qo/XbxnwgqhVi5WmzqDDBM2Cu41VkSpBE5ZrEsUVHEA3rLFjmdumWaYgitZMPJrtai7PpJ94GzLpuuGUs2pC5DnHuBLFVt3++s2tNgjPmcz/eSJMdxfpBTmQCU7H8ueUR/f3CxnvjG6ZrQF5yAmr1ikyTprrmr9c4TDwqddh1jp7iLlMdTVHcQn+Ra5HsBy+nKlmUnf9HmN8a7g7dk071n3hp97uKHko3sLkPAb+6mk4cDChx1WYLaYw5ijFFfxHH//skX6s2/uFOSNHF8r8b1Gs8EcmtS16uJjDhtF0/o69W/vfxwz9+a0/EqfnOdjjWREd9bjztAbz3ugI75NY/K3h5DcrkmiJXLEzVxZcsbKEGqUEbYIWqNYNsSEjQJFU+VHoJJKbdvtRYVGctqVw+77+kPaPbPT1gnfmH9TEXrEDx+OWwXVIN558a/4zXymt/+jX8fl3Rs/kUD6qd/YEi/uHm25+vfNrl2xjJJ3rUIs1JsbdUCZ9al0gQI6dq0chr/n91GTrIsrfnQoAcIXpNuzu+O2asCzw0dnTAGzCdqE8Yb+5P3Qxa11vaqlmYxJvT16stnHOU5XGuCeWA4v3PksLtKcYuxJPZognDkc/N31+cogjocROURK1vKtuMtUu2syt1G2oMwr13ecW+66fs/QEZ3YHvXjy332n7X/iyK11GZy7ZAwxK+NZgdx/maJBljbpV0rOM4GxufvyppaiGlA2rm3Fvm6Ec3PKmdJvTpfS+YUnZxrJVXO0l5XQeKurzEWSuWXOfblVyozNoCy2k5fnzjk3pq9Wbf37dsb08GByWRhyImaPfeeUJHu8hRbd4erTbAM/cdq607bf4avfCwPT2HM0b62IsO1S9vnasDd5+UqExRjHby57FDdCSUW8rWKt65JH5SGtVArFyeqiRjy7gBtfL6XxJbkh6FyXF381qXaWZXjSMYSXlV/LB5m3fduSIncS95Wa93v+nlse9l0Xl8HZPUUTr520fS9pbP2xvfAYhpSyMhszViYiaxEi+Sw8OO7p23JpNp1fCcm4nc10vOUVYWxe9sEiTeVIvs7OHD598XedgnG03OePn+dbPaPgc1kTFUwPI998DdIg2344SxZ9n77baD75YyRjrj6P0kSbvs4NE5X4Law978p+OubTy2GlN08ufqKBC1RKyciwre8Rd0sxwFZ5wxnH6Ts2nddUvnfVFVYW1YtPuMYjdKJ4/jMMp5Jmi2WZynwiqTRFns1vtTvzLFLWrV7h+iJJh/L+leY8xXGzUy7pF0Qa6lApCJMmr4nHvrHL39l3fpjtmrJPmfjKNcmop6qokQVq+4/PfxKIsf1BzxjY+vGP17/dYBbR9sr13cOv04qzq4BnO0aaTZslE7COzrHVs5z3jazh0d6DX1GBPY1EmcNpiDBK3j0Xk0E8quebp/j2LvXSZIknackKxDRVQCsXKJ0lyi0two53mzG3SOaT1P2nx1RnRRt2OS5sCKDuFoUzxbtq5Nkv3w4rVbpN1VsrjTyyJH616Mojr9C5usbedc3yYymhzH+aYx5mpJpza++qDjOA/mWywAVeE+qTU7/Vu6vt9z+DJeF6nYg79E0t1gu77wWWFVe4LqFtbJ3+hwCdZl2LppTvL8O+dr8bqtocNFMRyQYS4i8I/aQeC4nrFn2T3GyBjvshnTUtvXK5xy1SZOaqyTP/+OHptF/uiph+pTf3pAT99zp7bf4xwKXzrjKB170O56waF7JCwxbEesnJd4x3q1r1Dhgs47dV/2uOy63U6vCvFXBYpYabY0C5SmFGmOS/LZdvM6/qt+TnAfc+57K69jsvU7W47ZooXWYDbGHCRplaRLG/9WN74DkNK6Ldt14T1P5Tb9pE+0kowV9Np727RrGCDEXaS066CO67Bd/Namg/b1IgKc1lyr1/ZpTQZf/9jytt9ayzdz6YbI8xwMSDAPRezlL+q+9Ppj9tNDX35F23dRb3hbazD39PifK0ZqMDenHa1cUZ182B6jNa6b28JrHs1mR5pB4WuP3lfzz36tdp00TtLYfhaneJPG9+ltxx9YiQQBkiFWhp84D/uyroVU+1ChRrg6dKGKHqCx73k8vgutkRnUWTYHS+V88bJHtWbz9vABc2VCr8dx768jNeuRwYFetX0+tAazRjopaa6ZHSQdIukJSc/Kq1BAt/jcxQ/rn4+v0HMP3E3P2m/X7CYcciLqHxjSknVbdeheO6WZTJu4p88iz5VFJWSzeFJZteRxojZpQ4fIdu9IGzA840vX6A8fPrFlgp3j+DX70JRHm8hBQUvU+a3aFK2Dv3G9PR0J0r6INZhbhxupwew93EgN5nw6xLvwI89vmc/I1Js1sA/YfQctWjtSqzwswb3DuJEk9cSIzYOgaxArW8a2a2lw7eOM39rKdGrVxDrIThHHEturfrLoG8XrvBl3f7TsUtBVmtvqtidX6dtXzdT33nZM6LA2i53ryPDEVoX10xSliYzntH42xhwr6ZO5lQioMffFc3XjaZ67Tda8/dclj+gfDy/R9K+9SjtN8D8NRDmX5fH6R16v99v+BLB1uYOKGmc5slyVNtcoiLIfXvHwEp32zL0lxd/Hpj6ydPTvd/76bv3uAye0/R6WYA7qkC+poEkGNZ+RxLhe09HOdNQmMloT0z3GdGyr3h6joWGn/Xuv5iv8fxr1iqPC+1U77uDd9aGTD9FHTj1EknTdf7xo9Bx8WOOh26mH7+k57gdOnqL+gWF9+JRDQueD7kGsbK88X1ENOhdV6WYQ9rOhvduy47w6sGAzWifqOZr9r9r8dv0qbVf38ev+7N6XoyxatKZDI0zIIlE6+WvjOM4Dkk7KoSxALW3eNqhBV49buZ8oQgKYZgd82waGJI28lv/an9ymTdsGJdlTk6BqJ9Ta6Lhi2le7KkmQPvWRpfqPvzwsaeRp+uwVGyOPO2v52LAzl27QL2+d0/Z72CrK46YiKIns1wZ6Un29pqMGc2/L5+lfe9Xo337JWWkkwXyaKwncvHHuMcGnrrDazfPPfq1+/b7jA6YworfH6MuvO0r77baDpJEmLHabNF6SdNR+u+j+s07T248/0HPcCX29+sxph2tCHzWY4Y9YuRxhp9lCkjsZXS693lDJovy2dQaEeFoTGLYlK22qWWrbugmSpKi2HcdpyhPYubNdi4mSZLEbJEnkdo6TzQ4Z/63vaiVEorTB/LmWf/9pjPmTpCUFlA2ohWd95Vp95qKHSpl384TkOE5gMuq71zyuGUs26N55q2PPoyMwCHm6h2hsWG2jF9YIGzHb7RxnYskvuqf94FbvuXvM/ugDdgscpjX56lX6rGsUS+3NYLgrE98zb02m81q/dbBjTbf03df2JsTHX/x03+n0GGnyjuPbvhurmWxaOvnr1DpcnvbYaQLtJSMWYuVy1flw9ew4qWI3mzaocyzato9YsJzhSfCsm0GzYKGTqOFhnCZ2ah2XGKx8v7xlTqbHVhZb1Gu3ePWPb9O2waHRz0WeDkIfrETYj0fOlxU9h/mIUoN555Z/EzTSztwb8iwUUDdTH10aPlCOfvrP2Tr0C1dpy/bB3ObhPoV2Y2hQ1Yb8o5baK+BLU97OV4sSTSVwmlL0MgYNd+DkSYHDhrUWkUcbzL+7Y/7o3znkr9v84+ElHcvc2+MdQgQ37+LR9EWj7CPr0L8DPvf0L//Uybr0ky8MmFsxzn3vcfrrx19QdjFQLmJlJGZbbcQ66dY8Vd7LHXef7dbtAFTVt69+XNMXR+94vAhet1Izl27QwjVbRu8N7pq7WhdPW9gxXJJTkHucsCYykky3jtf/KJ38PeY4zl9bvzDGvE3SX32GBxCi6IftF97zlCRpw9ZBTRoffthnUbz6nS6zY+u6KSv+b9545LFe/nTPgsjHW9BwHbV3XXdLYW0wV7WCTauOtpP9FjlgVQS129xWeyVCeY45cLcIQ+Xv9Gc/rewioHzEykiNmsmQqlUjN6vEcXWWuDy2JaIqtJsioe1DQ57fJ9n07nPFpy58QD979/NGP89fvVn9A0OaOG6sCbpHFq3T0QfsFunK2Fqm/77kkY6m7qLUiu9IIAfMw+uzW2ZX9IqFBlFqMH8+4ncAQnSc3FxnslWbtumGx5ZHmtaG/gE9uGBtVkXzlOh8ZuFJsKggKIubw6CyFh3MRZlfnDLlERyv2rRdV7e8IeA+xL5w6aOauTT8Cfy6Ldt9p+H1nTtP2vrxE3+8X5u3tb8tMORTxfhr/5gRWjZbdKwDn2SxkdHHXnSo529BNb2NsWv/B2IgVi4Ip4FwrKN6qEKt32QP8NlD47BtN4haHtsS4mGqVl631mYispL27cigc9jUR5dqe0sfVb+6da4+62pS9PU/uyPSfKKch5IcR7FrLIe24ZyMbeeAML4JZmPMq40xP5W0vzHmJy3/zpeU33v2QI351UpoJp7f95t79ZHfT4vUlMW/XjBNb/rFneof8L+g+F0sq1Q7olsFNjMQYfyit3Gci6jfsFEn8eHz72v7/IkLHwgcfrurk00vz/3f6wN/72x/2NVTcMtCXffYcl3+UHvzq8M+26O1mQubHTh5h47v/Gpt9xjpAFeTIjtPHHlzwi8p3ZxeUDvLToTmM4AiESvnzf86luQ80G3nji5bXE+Eu/mIWqEiSnNXcbA9AemPdz/V8d2RZ12T+Xz8KsdkxX083/bkylznF1fYQweve+1Smrq07LwYVIN5iaRpkvol3d/y7wpJrwoYD0AIv5PPU6s3S4r2xPCRResbwyY/qzSTOHmel2y4obOhDFnKa3u5pxtnvaW5uMUd98bHV5Te+3hvRxMZ7b9f9tDits8X3rMgbbFK9YVXP7MjofyBF07xHNYY07F+nttoziJol+ppqcHs2cnf6G81O6BRZcTKBQg75su6ufKcb1llKWe2lWFrHFjEvlv1mpndrkpbrzXh5nneDtjhi6wYU6V16uWsy6YXMp+BCBV0qiLJNaCzyQxXvz8dI7SPE2WWae5pbL0f8m2M1XGchyU9bIy50HEcamEAOcrrohp+U9Y+X/fwiUqVUQP46GTjDVIeZSoyWd0qsKZNSJvL7s/uBGuQKhwjO4zv7Wg/ecqeO3oOa4zU51NTOaitaiMzek4KHM7C4wDdiVi5PJ4dunoNF1YDKZvilIbTYT2EXdeC9tMqxBBIz9ZkkpRfkoxdu95sO3eFtrkckuNI8jCvjg8Ag5rIuLjx54PGmEfc/woqH1BvBWVK3CfAsIbusyiVvWFQPaVLyhZ7cevcH5v/tXevCWt/uMd1NX3zsftHnvZgzq+gJfX4108f/bvHmI4Ec1Aff+71E6l9NNPy9kZj9N9+4Hj96SMnSZK+8rpn6Wm7TNTeu0yIUHogf8TKxbP3KlEOO68e5bEtYZGG50MU4/13lHETlyOnvaxGmyqZblwBFsf5VVPEvVtYB+ZxeD1IKDK5OlKJJXiYzgSyE/i7+yD2yrdksZn8JmFrctq3BrOkzzT+e0YRBQGQv/AaEk7jv/WS9zU47vT9goKwyfjNJyjIiFO0vMO+uDXqE83Dq4O+iOMGzb6jDeaOjhyCazS3D9s+rzTN3GTpyn87RWf89PbRz609OccJMo2Rel0J9yjtJxvTMlzju5c9Y5/R319x1D56xVH7eIwJlIZY2XJl1/orrpPh7ub34LqKUj1sr8RyV6KQlWBJ+Jgb9hR/w47Um/MKirJ/feHSR/WtNz0n0fhx69f88IZZOvmwPXT8lMkdv2WxKtLeh3Zch1JNrXXC1crN+NZgdhxnaeO/T3n9K66IQI25n4y5fr7+seWa+sjSHGbrbhrDW1kX9rxOorknUDOYQZSnkZHadCqpdnzgsAVcHjf2D3b0pBx1VTQ7szj3ljmacubUwGF7jNHjyzaOzcP1e9A83cnaNZu3h5Zt0vje0GHSGt/n3y1DvE4cjXrdVbqbvwXsvUZm9ODPstYEkBdiZUSVRaK7SjeYiMfmRGFZD2lsXieojrruR0VUTgnol3vUnyL2MeMV1kdehpaR33ruXdHGcYlyDxraREZIjeX8+kiq1k7sW4PZGLNR7evJND4bSY7jOLvkXDagdvzOo+5kYPPTv/5+miTptUe/tnNaSdr5idlURhphpYsy67JrHlVZmqewScaMl4B0za/ZeVvARKIuz5WPLNXCNVva5xdxP4rTW/KGrQNtn+MkRHuM1JoCX7R2a+g47znpIP36tnmR55HEeHe14xaxtq8626COsvl6WprI8MlPA1YhVq6WKiUaqlRWJBc3DA/dLyzbbzLZjxO0T23ZashE232fZQtYtQRYHXglZx3HSXRv/+tb5+ojpx7SOW7K2/DQN6ej5iUyOJFEmUTHMKFtLrdzbxO/xWn9vo7X+qBO/nYusiBAN8kycerdppFrmBSdh4TpODF2cU44i4tEVZPqSZY9zfONjlr4LdN6eNH6tt+iPiEPSmIvXtfvmmb771Ge8jeNBFDxVlgRNXrDOuCLaqQGc/t3Yw8RgsdrbitqMKMKiJWLQfJiBGfF6Op20+7ZgWVQs14l7ixexyuX9Gi8NmnQqrNtvSZJbnJ+T2Z42OO7hM1mfPOqmTpsn5300iP3jjR81E52236PUK4825VOMuXQToJDEtBRx8t6+LJFqiNkjDnWGPPvxph/M8Y8L+9CAYgu6OTXPJlHfgMlTS/AozNr/96vfFU7WQaxIcBLE6CFPSMImnKSZW9ue982peNPMlDUBHNQZ3uPLd3Q9nmcK4K7dsbyyOWJk4xuumHmcv34nc+NP2IMG7cN+P7mVWbfJ/OSdpk4ru07d9vKfuPV6LSALkOsnAcLLq4FCOvMDdHVYb3FTbKUscyB9x5dctzmKckaLLrD7qzZ3NG3jbyOwTTNZmwbGOr4Ls6x3Jzz9659Qt+55vF4IxUgyvER1gRGhLm0d8Qacf3F7XzQdqEJZmPMlyVdIGkPSXtKOt8Yc1beBQPqLPSJWIRpRDlpldnpSWebtOU/1a7Y+blwYdso7e7jt8+G7RpTzpyqLds7A59WQRffqE1fDAVMJKj5CEnaOhC93ef+AY9qByHeccKBetZ++b5tf+DkSb6/9cTIihsjveDpe/j8GDxeMwDkRgNVQqzcnQJPUxYEHBYUASlU4TKYVRkrsKiZ6MZj0iu09mzWxKvJh+yLUzmv/vFtGo54H5Mmwew1C/fxPeXMqRoYCr+HOefmOR7fer1xnc0WjjKVSHMKaxIjpBJdkre6I9XsDvvdsgPFt4mMFu+RdIzjOP2SZIw5W9JDkr6RY7mAWgo7iQTeqziOzrlljl5/zH46YHf/RFDYdNzTzErYtOLMq2qBZuxXXfIpRmqh2zDt9CPWZvfa/hfcNT/xfCMnmIf8hxtyvYsWp73mLIzv7fHtOC8r43p6NKGvR9sGO4PHOMekkUmUIDbGjO4LSWp5AyUiVsYIvyYkI7xtBnSHmIlEe5seRgCv85rXqc6r8kkZz+5sS9I1zVy6QduHhjWxp72zb8/EfQHLsHnbYGbTGinv2NZOWrkkyliR2mAO/RycUE7UDEeKbWbr2yJR7laXSJrY8nmCpMX5FAfobkHnmEVrt+q71zyhj1wwrbDyRBGeNE9SczkfeZ+Gs7hJtLEtsuAHHwmmZ9r/2zFNj+/StMkbtYxBTWS4c89Bw8aZZ1S9Paaj47wkTjxksnp9srfGKOC3eDWY3aKuj2btCztDJsAXsXIu7LsexlVm8pjzaPWbDehmPHiptqg1l6Nid2iX9ZktarvKS9f3e3xbBRGayEjZNnJel5uqXceiJJjXS5phjDnfGPM7SdMlrTPG/MQY85N8iwfUS/S2kDs1Ey/NpgKySEQmaraiwJOcrU/mihBn02QdxOW9hf12oaBF3u5Rq7Zt3ICRg5q+aBsuIGnsfj0t7BWxrGs4G2O0Zsv21NN5z0kHtTX3ce57j2uZh3+C2bMNZtcWe+a+u4xOx625NsKO6ck7jpckHbb3ToHDAZYhVs5R63nDptusit3zdTVbo8nu3Ids3Rr2cHz+7hiuAvtP1JrM8OddW9njTYAI+8PsFRsjz9crTzAupMlA/2l1ftdRQ9j3BjGkCceMdqjOGsrx2mR25LQNk9V+XoHDvE2UJjIubfxrujmfogDdI8vEqde0ijwRJQ1uqJlQjDQPBKLsp3G2o3t6fkW7+L6F+tRLD2v7zp1gjrNYUdskC0pEuxPGgwHNacSZZ1Q9xmjypPGpp/P3Bxa3JYtfcuRebfPwCxyj1CAfbT/Za79prI6wyTzvoN114UdO0omHTA6dH2ARYuWChZ1LqnZDhnzZvj/kGRNXIQnZzVrj9CrdGuW5X+Vf0SW/OSxZt1X77bZDptP0qlTmtQTue497563piKdP+8GtuvLfTtGz99+17XvPBwEe3+0+aZxne81JFFlpLcms0jaZYUw2+3LVzuGhCWbHcS4ooiAAsldop34+M7OxyQdbpbmARGnHOOl8k7Up5USuIe8e7Lzb52nuqs1t320PqTEctAzDEfvUC26D2VWDOWSiEfrAiKXHSHvslD7B/K+nHqoHnlo7+rm1xrJRUBMZ/tN0/+ZdSyF60xcnH7ZnhKEAexAr2ys0EZ35e8YZTy9jVbtRjavzBr9KKTt/ZW424vhy2bYHF3lMtc6pKnvhC8/+p+Z+6zWxOscOE7W9ZfdXb//lXbr5P1+iKXvu2Pb9knVbOxPMEctiRnrkjjas2u8x3JyW/x+ddgJJ2leOMp3Oz9m0wVyTy5Kv0DruxpgzjDEPGmPWGGM2GGM2GmM2FFE4AOXI4wakLkF+FpKv33zDK/c2Kuqmwmt9rNq0re3zig3J2/wKS043BbfBHK8G85bt2XWCIY3UIPZL/rr9/kMn+v62Zsv2tsCmtV1nY/zbeQ6qwdz8pbmKgpPRnAdQP8TKKE3dM8YJ1fVSU26b3h5vTEbc/dhN0U2y3t2jvhXpVSN4k0enfJErAEUaKtqwafpnCZMkeRxtOvEKmF+NbMe7SRRLH7tEaSLjR5LeLOlRp2otTAOW62x7KGDYEo6+ugToeZ+A8zg1Bk0yr+0y1sSBa35ZTd+1HYKWw53QvOyhJW2fv3DpoxmVakxQAOdOPg+G1GD+xtSZmZSpyZjoHR1OHNfr+9v+u+3QVqui7W8jTRrvPW6UV+fGOuiryYkDiO5HIla2XhkxTdK9IW7fCnWJ11ANQdd5p61GYvJ5cCatL69NG/W7KhgJA7I7KXvWf4l5jQgTtYmMkflETHhntQVDTgaRkscRBsqqhnJTVvdDVTsXRmmle6Gk6QTMQH46EnoxXkcP4nfU2nAwl5JMz/kGrC73dzbsH2G1dW97clXb5yxuru+Yvcr3twFXG9DbB4tdS7090WswTxzXfmn/7luOHv370D139E1UG2P07Tc/R5I0ZY9JkqRnPG3nkd8C9u5mTQhn9HPnMEQQqDli5Qooc+skvdH0qmlGMrk7ZNFmaJFyu/YnaOaGU3F+gtZtWMdzXpsy704AkyQ5r3xkSfhAgfNs98PrZ6XbJz2TycHrOojPXUC0omR4bGWVgI4ynUi1nMM+hzahkc/1uWpnsygJ5v+WdJUx5vPGmM81/+VdMKCOimroPXI7SiHTjNrmE0ZkuWrSXqCyiemzvUr6dfJ36YOL9MSyjW3LHLfpsplL07+NvmLjNt/fBlzNbLg/563HmMB1su+uE0f/3rp9qO231x2z3+jfxgSfH5rtPDeT2ZGavWj8168GvBScfAZqgFgZQKGqFI5z7Y8m6ja1ddu3PhCr8jb/9J8eTDW++175xzc+qZlLNyaentcbllEfrETdDt7DeTSL4zN+on3S8Z5HXMPD4ZOJlL8ISSC7B+jo5C/Gm7pxhPeVZNcZIUqC+ZuStkiaKGnnln8AEkrS6Uysmsshn32/N/HnFZX7opdVLe14hchnsrQr22mzK8kZZPmGbXrVj25t+y5qcxBNv7/rqVjDx+VOKN83f02u83MzJng/u/1/Xjb6t7uJjPF9Y5d6Y0zgdMYSyu3DRDlex5LIXu00+iefv/OW5+j4g3f3nwFgP2LlgtWp7dcsyliF5YS/NHG/8fk7T2lqTyYdvptE73Bt7O+qrs/4+022C3rTEysynZ7kc3xEuAl9dNF6z+89E8xe8/U6j3jsTXnXGvfi2YZ7RtOOVoM5/+Ysk8YlSUtma5OEURLM+zmO82bHcb7iOM7Xmv9yLxlQUUvXb9XtT/q/ai/5n1iyzlO6p2dc/82DjfGNrSfgpLz2n1Tr3bcpleRTffZXrtUDC9YmHj9qcxBFGXB16rclRgI9qp0m9OkFh+4x+vmijz5/9G93wv2qfz+17XPr6tpr5wltv7Wuy5G2nP3LkMV+FPfh0TtOOEiXfOKFaeYMlI1YuSBx39CqlCSF5gF3pWWx+WxrFiMs5k7XLrONdxnpRK61XPO3SkM7iYs5vSlnTo003Ad/d1/MKWdjyplTOzo0f93PbteitVs6hi2vZnv6B0mZCDlpJKmd7D1ISA3lsJrErt8zq8FsZXbFX5QE81XGmFfmXhKgJl7z49v03t/c4/lbXp2nZaZx/sri4tGR3OYmaJTtF4qsttQ5N88Z/fvhhetG/47yQMW2BPPidVtzn8embYM645h9Rz8/vyXZ7E4wH7XfLm2J5NbjK6j2twn5fbQGc/NzhH21eTM5HFBL2e49HkiNWDkHdUqeFIn11h2KjpIyay+VNpNHJKmmbBHb72W8rNjQX8h8ou7ODy1Y1/Hdhq2DHd95N5ER7Tsv3h36RWyDOcZ2b33YVHb/LJFy0GFtLIdMM8niROt8MMGESxQlwfwJSdcYY7YaYzYYYzYaY9I3dgnU1NotA5GHDWs8PupvcefnnpTfNaWs3p+zPpHmHQQVHRjbGGt6v5Y15g0/vyPW9Or0QOLrb3x25GEP3H2S5/de+fZJ43s7v/QZtsmEtOXcDGKbSeixhHN4I8zNXcArgT22f4z9tl9Lu9FAxREr56hGl4NCddN6q2KyS6pG4iCLtwCjNgFSp9ivrtJso7J39xO/dWOm09s+GL0/ljRNRHg+lPEYbjjqcebVbEbE+Wapo83ipNOJ8CpvlGUJTSh3JKDdNZyjJIvjr9Syj5u4QhPMjuPs7DhOj+M4OziOs0vj8y5FFA6oG78TREfN5ijtncY42/hNbqxzrujTChs009Aw6zgz57g1k8lnnlwvrwgntdTAbRVlPfXW6B5jfIyFcR/7z3jazo3vowWDfsO2jtMboTydbyAEDNv4b1CHgO5a61d/5lRd6WrmA6gqYmUUqQpJSVtUpWZs1JxdRRZnVNxcZFW2V6Equk6KbFv+5LP/qTWbt6efYYDzbpvb8d0RZ13tOWzWmyxyJ38ed3CpKotF/tLVFnzENp6zaos4qzaYOxPKweOE1WD2fKjg1KPt9CBRajDLGLO7MeZEY8yLmv/yLhhQZ1k+oM/0YX+CadXxxNiqyGC39eJnQ7vRccrgtR9u3tb5mleQwZZH73NXbY41rs36eiJdaiV1rvMDGjWa47QYElyDWTr7zUdLkg6cvEP0iXroDAyjNKcx4pn77qLJO45PNX/AJsTK+Wk91wSdZdpu2nIrTTR51Kj9/+yddbwdxdnHnznX7829cXcjLkAIEByCpkgptFClpaXuRktpKbXUlbctNagLtEXaYsHdNYQkhBCDuOuVef84Z8/ZnXlm9pmVc/bc+3w/H8jd2bGVszvz7DO/p/KjgupB08KsTDcSI07/496J5fAOZ8/lcKrhFGFzJn+/bYcQ5y5bu20v3O0QrC9KW1//z4sO9ROlKqj1EY3J5ANDVw8QyxLaKbt8TwTvZDxPiEE5VIQ52I4QiJezXiR2v7JG6KxXCPFeALgXAG4FgK8W/r0i3W4xTPXQ2SXhh7cvhR376NIYaZPUF0EX4rwkmWyiBzdwu3gmCQcTKzaWjMqvbtaDXGSVMENpbY2Avs11pLpcBnimCZldg1nA4La8NEVdjT4EcHl2ePeHuqoCa/8Lp0+G4X2aYFLBI5thuhM8Vk4H14ChcfIlRiUtgQyTIllwfKh2JPVrWZUR596wPaPf/MuHiobjsNOVpfklVRKGXF/C+TCoGslJnuak6iIZacH9HnGWzKB4SWuyGm59qgYoblUfB4DDAOBVKeUJAHAwAGxLs1MMUym2O+gne9zy/Ovw40XL4Bs3079sxiFMgN6G67stykMv7OHL0MBeUnaN7ugnOikNLBWTAfQfT6yBvz22KqFWKs/MEb2t+/e3d5G8c4a0NToptJlqzAlhNO77v6bjwfjwjwq2pW3exMJ2Cx4xrj88cOmJ0Fxfa87EMNULj5WrlMS9MyNUZ3s9+N/trlX35PFXNXh7ulBNlzILvykmO8R9Dv3szuWB7RO/fw/csXi93k68ZhIl6b6gczwsCTNsE/WW6X0Jz0MOGCiTmX9KKUMLk/SRte0wY7C+P+zQ1Sow+ROtjMzW/R0GxcC8T0q5DwBACNEgpVwCAJPS7RbDlIfOLgldhWX5Nz6zDmZdeRs8s3qbUx3tnXmB/30dnbH74xSZNQHPnjS/Qmoarob0cpC1SZa1P4TzUykvEtcljLbcn7/+uXidqSDnHToCnvnKKcXtGiHgmS+fYszfp7mOJHFx0JBW40lDz70pbw5gqCWAnnf7YXWWdJSFkjf/722fPBZu/2Rw5X99ba5QNujRzDA9CB4rM2Uj7BnLz+Dui6vxopxQPSAp+0z1MUGyvHTe9fq9tm1fcU7tBzvC659cE61TZSLp60IP8meXKLGB6wVHOw6sSducIy6JeUIn7OGcVBnXOisNxcC8RgjRBwD+DQC3CyFuAIBX0+wUw5SL8V/8L7zpFw8CAMCDyzcBAMDi18oX+D3KAyFrA66s9cdGT1zel4QXelrtVCuD2xqgd1NJ8mLRkg3Q2yKBUVebA8qXAwG6vITtvNo8mK88ezoAALQ2BD2G8x7M9vK2fQcNboWJg/MyFy0NtfCJ+RPhHx84Mt/XYhs973fG9Hh4rMygxH01hj5Pe9LLt4eQxBXN2ls4oMObcEBDdMUfrWgmoBoPs/xTT8Jr/Yd3LIWv3vQCrT2H5ipx3rAmY0lkEL2VqYfq4rSitxHeStRjjXqpSPrKEXrgKoFB8kZW64hSJuOEGpillG+UUm6TUl4BAJcDwG8A4JyU+8UwZK5/Yg2s27Y3cvmnVm1LrjMhhH6tdxgSJvHCjPL8j/o1MwuPxqp4QJNekriMgZ8kJhfq/eh67dUBRhbO/4zhdjkLE6dOG1z8u74mKD8xdkCLtey2PQcC58IzyAIA/PvDRxX/FkK/bkWjLVKvWYO51KdGRSpDgCgOgDCt5JIHM1q1xifmHwQHFQzOFMM1w3RHeKxcXVTiG1jabfJ3ve5H2Jyg8iMqOrHmLN313qYeV4qen3HAdYbjXay7X9po3BdWMzZHybKHtwv4RxTa8SYdFsB0Sv3J5XfoSsbCHCpDGuJ9rAWXJfx2JQA8u2a7U7+yDj20PQBIKe+RUt4opTyQVocYxoV97Z3w6X88A2+5+qFKdyUSSUwIKj2pML5oHA1VaZL0V+NygGpmORxHot0mNEz5GJ6FFyS2/I7Cz992aPHvhrrgq/OIcf2tZW99fn3gXNzxYkk7rsVnAM4J4TQ4t3kwm/IEPJgpTRWvWXhmb7BrCzLIMN0dHitXjiy8Y6JQrf1mskEl3rh8z6YL3fZcyllNl8R0/+AyKzTjapoSDK5QtZCpdFG9+VGjP9YXWlpkIq5SiK7BTMhDCcDnup2A3EWXlPCZfzxj71c1/bjB0cDMMFnD88TbtLO887ibnlkH/yzoPyWlm5wklXgQCeVfE9X2kKwWEtFw0rbj1aoO9qgDpLSor83Bktd3Opf73GmTIOcTUa6rCb46w/SVLz5mbMDo6pfXqPXVJcDtGTG0TxOaLoS5HtdHkKrBbKPLxXDNMAxTITI7Dkno2ZnZ46sg1XhKsrDqy4Vy3HfVdUZ6HmEew2E63Z4RNlRnnhi4Luv3C7V/uHd2sn2hGuhNzYa9vtBrn9AViqJ9TKo3pJC2nxC0MNRLuhvABmaGicBH//IUfOrvwa9NWbSpVCSgnrrt8JWaKYEvfUqobqWi0C/IhIZf3rgLNuzYZ81D0aZKkwbFMDx3bD9SudbGoL5yrWJRDvPYbW2sDdzvg1tLAfj2tZeCgwohinITHrbAeZedMQUAAEb2Cxqac0IUL5naNyGEdUDn7TMF6bTxvfNnwcwRvaF/Sz0hN8MwjJ3uOPEqJzzOqs6YANXQY2ug8TBpD1RPln/s1QzVOzdKYEfsN0zX8abfV4negsS6qL91VKoCSaPOs6hezVENwEk+wyjXkOTBHEUiw7EOkqFblbkklaku2MDMdDseXrEZ9hzocC6nPjR27mt3qicZD1Kb4af8xJJMi2CgSouqGrcSTpSTVreLh33YfsuIbv2O/TD3m4uU/ME8lTYw19cGX3kLz51BKlejHEiNZmC2l6/N5QLntskni+GX7MiJoHezH+zUNxSOR70fckIYPY8F+CUyLBrMEX6xxx00EG78yNEBr2yGYeIhhDhNCPGSEGK5EOJSZP9FQoiNQoinC/+9txL9TJMqtBFqVNU4hCkbPdmwSjUmMt0PU9DHGLLUKJX6deESHrSyYV7epbRkHZFcjPZhzSQZyJOWx13+As9jtzCHGYd1DWakjQgezNX2nqg17RBC7AT8WuTnp1K2pdYrhonI2m174YKrH4YFM4fCVW89JFId3rNgxhW3Qa+GWnj+q6eG5I8+GDJ69yYU7C9MHzmrpNW9tIIOJNXfOBGzVZIO6gCAv+Bc2umqsEaGKm0xpHejIWeQpeuDshqqgTlsQlSbC2orHzyqD5oPXz5mxmREzgmf57OlDdtyQi9fnEHNTy48GMYPtAdAZJhqJu2xshCiBgCuAoCTAWANADwmhLhRSrlYyfo3KeVH4rTFpAObyypLtUzMk+5mos6Y1XEKq4JIp7KHXwBcL5jm1dxdTh3VmIx6OiOJ5PkwatgOL4ZLmCBOLRBujJZAkN8M71IkT2jNoBxiHFbboMi2JGUczxJGNyMpZauUsg35r5WNy0xW2b0/73G8NILOKsau/e6e0DbiyEW4TFJcHQBcHlzlNKZ6h1EtE4REPC8sh1pux47iYMDSsO3KqHrHSdmXLztjCrzx4OHO5VQPZtVQ7OfhL5xU/Fs1CKsezWHXZfPu/YHtIW0lw/aUoaXXKSa1YfMoNhuRSxIZ6j0Z3Gfuc/G35yvnylmzhsG0Yb2dyzFMtVCGsfJcAFgupVxRCBr4VwA4O4F6q56wYEblHDaw02X2yeolStpjN83jpHuN0n58VTK0T504OrTVMj+i4v0eArrMuIUZKZtOn6JAvSy4Fz9SH7ldxBBNLJs21ACO0fKEt5+GFAXm0aweZ5hBGWtzf0cnklo9kNexCiEGCSFGef+l2SmGodLN3qupQVmyAVCeAXiWBgAUKnWLxfW2pvb7B7cvNZaJG3zhz4+sCmwnJZHx3mPGwsDWBudyDYqBud4i5WDzbs6FaDD/9qI5cNLkQcXtHXs74PI3TAUAgAG9GgITSr+es/W3YRlwuk5QTTrLAOaBXJX9bBmmIqQwVh4OAKt922sKaSpvEkI8K4S4Tggx0tC3S4QQjwshHt+4cWMCXWOyBI+H81RbYLxyUC4jpG0o4r8u1TYPSAvyaehBJ4wskUHMZ3oeVOJ5GadN+gpXWlnslkKdXGjNGutPw+8qarBAKcPzhcUo0kojHs0bduxXc1nrwJ7P1z2xRitUTe/4UAOzEOIsIcQyAHgFAO4BgJUA8L+U+8UwRva1d+pLEBJ89+IPZwlPr95myJ+9X7zxIVRlY5Tsndny4RLkT1r2hfGTRcv0l3e0qkJJ6uUohLB6H5tQJTL8htm7PnO8tT0/ql1a7Ut9TQ18y6fvPGlIK0wekg/e19JQE8jrrzuqJxO6BMvipUzSWe5BExqGiUuFx8o3AcAYKeVMALgdAK7FMkkpr5ZSzpFSzhk4cGCZupYeYY+ocj7CyjXxQ9vhZzVKWpJoPZko93lPHseHUe3nplz9x+UwaL/vShnlUFtCDM9+6pwwzsckshHbYQVyaF0JtUc7te7nxlXOQgLA469uteeRAO2dMrCtsnjdDqVeg/NPRl9zFA/mrwHAEQCwVEo5FgBOAoCHU+0VwxjYvrcdJl9+C/xk0fLE67b9SP/x+Bo456oH4JbnXzOXj9F2mOZPVNKUyohKki+mrJGIlwhJLsXhDKEDEFrTf3x4FbywbntiI7TOBEd6dT6j7sdOmmjM964jRxf/thmlR/ZtMu5Ti6lf+TENZH9b/XvVF723MQ+BYj1IWtQzZvVS9tojLMOrpi/mDFNB0horrwUAv0fyiEJaESnlZiml5zLzawA4NIF2ewxpPePi1msrXq1jJCYGMTwY45KEEYM6bu1ukg89DbqUQ7x2sv4MpGomU3Wju7qQfFSjMxZwUM+GEvU6YR8AbM4wtkySYBVJzFCtsHzDLms7YQZo7Dy8tn1vYBuTj/RLKebrtXYzc1AMzO1Sys0AkBNC5KSUdwHAnJT7xTAoW3YfAACAfz0VXDqQxA/PVsfyjfkHzKub98RvyIfLoC2RZwvRsFgOr+ysfnUrB/EnnuEVmE7vyk27ndpa8JP7I7WD0am8Rb9/21JDznD8MhWfOvkg6Ntch+ZbMHNYqYzVYddm+FU9mIV1PwiAWp+bc40QxQGE7XxhBnCTznJ+n7muKNrNwXKFbYuhmmGYImmNlR8DgIlCiLFCiHoAuAAAbvRnEEIM9W2eBQAvJtAuk2GqbK5ZFqptAm7D9VBQx/YkOlJG8DFYDI/PKr0fqrXfVELHkpi0AlGnGB/vkruWOtT7FDUck43JtDYwyO0mGmheBvsX8becmAazkul/z5kdCyntCgC44sYXAmntHcFC2PlsaahV8lQXFAPzNiFELwC4FwD+JIT4MQC4WSiYzDLm0v/ATxctq3Q3IqMJqSu/wM279sO0L98CzxjkLdA643eLTJQXX5T+hZ2nrD24stYfKkkHa9Hrj1/H8d+7OzSPdv4LDe9r74q5/CpYVjU4u6BK1tQa9JRra4ISFCYjs934HNxWg/xhHs7+tLzXcrihVq032AfL5MtR6ULadhp28XJjhrGSylhZStkBAB8BgFshbzj+u5TyBSHElUKIswrZPiaEeEEI8QwAfAwALorbbnenrPIZCdaFvwaqdcSULlmUr3Ml8N5FDWo9g55ynH7CnlG4wbHy93zca4WVp6ZhVOo5kLhERgz5iqQN0SQErc6k7CASZOg8hdLWs2u2B7a1lbchK86xNv755NpgHkIZKhn4yaNQDMxnA8BeAPgkANwCAC8DwJlpdoopL9+/PboXYVbxXswPvrwZdh/ohKvvW5F6m3F+41EmO0k8U3QjktIGYYlPms+2ohdlRh+gqRDhWMt1fi781cPwK+W35NL092J4LL//uHGB7Zde3xnY3rgTD6pQlyu95oQAOP9QNP6V9eOAakD28p536IjCft3Dub422G7Rg9nZiGxG9TYO7ItYTi3Zo357DBOd1MbKUsr/SikPklKOl1J+o5D2ZSnljYW/vyClnCalnCWlPEFKuSSJdrNEd3gO2QOgpVt/T6InfQyt5M+iYtq23eBZkCRpO7Z4JG28/sujq+DhFZsBIKrjVLY1mDGoEhnk+tC06EZsar7oshnRykkZfo/QPJjDM63aElyprvpBqXWojlLqfuyYtToJnc/SfUwh1MAspdwtpeyUUnZIKa+VUv6ksAyQYZzZ194JO/e1J1Zftf3gkiDKIbuep0gD9G46ps+CR0AUvF7P/eYieGrV1sA+kxayl2q7lP4vsb974JWy/AbnjO4Lbz98dCDt/ceOM+QOospO+D2aVYb1bjTswT2WR/Ztzu9FNJgbakvB/IQQxfNk85SOELewWL+KTQbD5k2tGp/nTxkMAAC9m3AJEoZheKzMZI3qHLcw0ajk8LscBn2+m/OU6zx4cpRp4J8zXHB1PkyB/7hQ7V6i9z4lrki5SNortQt1+NLTyFrNaBoNCTRpCC0Nm6tANG99rJ7QPCSpDbuTzUMvB4d17/v949b8lGtJ6rsh19Y96f1W4xBqYBZCnCuEWCaE2C6E2CGE2CmE2BFWjqlOVm/ZA9c88Epq9Z/x4/tgxhW3FbellLC/o5Nc3mTsS/sDLsXImPYQy1S/7cEbJp6fqHGQR4DJYPNysrqlmndd/2RQs1x7uRW2pQRYuy0YfEDF76371ZsWw8sbd1lyJ8OhY/pqv3GTJIZKTslWa7HimjwiTB7MJX1itZxeT1fR4Kvv+/IbphbqMXbN3UtZ6Su1zuK+QrkvLZgCj152EvQ2aFwzDMNj5bTpDt65tvd3Nzg8hrHHhQiZJODzrO73y0APM4KxrlRf8pOvQ752e6L1xe1hnI8YLucnbTkN1IMZ042Oo7dMLYumRTc6q0T2MLc4vtjqTup3YJofe9yzdGNgu73TbizOIXPOLtXrmXBtTYe3wbB6t9JQZujfAYCzpJS9pZRtUspWKWVb2h1jKsMFVz8MV9y0OFEvYz8rlABjP7xjGUz60i3F9pa8vgPGXPofeHzlFgDILz344r+e0wKThT24TD/E659YA9O/cit0dCKf+Aikb8i27FO243QlyeOgyGpgVKljsBXysZfZGq9KOGBfuD2OWnintS7VA7gcHt5nzhym/eZVQ/FQn/fxghmlmFf+wZsAgA8eP8G5fa/tmSN6k/JjNuyiZzCyr6m+ptA/bNBE6B+SZpXPcHjO1NbkYFCrybObYZgCPFZmUCpjIut+hrnuSjWskitnF8sl+ZAF7IbjsnUjU1A9k7N+n0QNjgfgYEyOIV8R5/YiOd2J4L/mfmgaFEgeQp8i5tmmeADrkhhBlq63O1VpxnAkT5jshon5P7iHlC8LUAzM66WUHJG6h7Bjb97QW6732vVP5D0rtxfavW/pJgAAuOX51wEA4Pm12+HPj6yCj/31KVJ9YQ+yr970Auza3wG79+te09USEMTllWo6H6Gi+wmcC03f2aHjSQ+4XWqr5GA/dMmRwzn0Z1UNzKpEhval1FLvrv0dge0aoiexK+89eqx1vyp9MaxPU/Hvq952SPFvfzYhBPRtMXviqt7Oah0DezXk6ymkm66Xer4BSl/FsX1F+Qyk/ZKXNLKPcqtalgza+pLtoTvDZA4eK1eQajDSucLPYKbayLjNryrIiswDTRc2OY9XG7iBmVa2Ym+GhI2/ic+LideuXNfYBunYZbRVEn97bHVgW/VgxqRJbKj5cQ1mtY3weqtthEOxDDwuhPibEOLCwhLAc4UQ56beM4aJQBIB6KyBWBL+hVfaqB0tuKDdOFlMT8BYWpIiSIa0B7+V+qIedh+p3YrzAn1t277Atk1yIioTBvWC9x5T0ljOCd23VzUwm3rhvyb1IcZw1eB6+Nh+hTrw/EUZisK/U4a2ofUE+6Onlc6/Tc7CvIwOb858Tb3lWVi5Mf3zutLnHjLCWJ5hGA0eK2cA/yOtvF6X5WuLcaPaJuZ+Kj1H8OD7OxuU8zI4x+4hdi4sX5x7DZdOiF4fFfrqVQTUeUTPiRshsXzR5TWieg9joJ7oWJMJGVejPiv9Admx/qhyFoNaG6z1dXSG90OX4Qgtgmby3ydZ+8ZeS8jTBgB7AOAUX5oEgH+m0iOGSQDNe9ahLB7lNZnXepLRXd2eJWV48hSXwyQ3BMqCV1LZe5BCg7pERrARNQqu7QrOHtkHHlpRCnKQgn0Zlm/YBQN61ZfayOm/adXAbCInAL5//iz49D+egdbGWquWm7pHla7QLo2nq+zd+149jhIZJY9iY9es2KQ1bNrNWLlBbY2wcuGCTPz2GKaK4LFyRom8+oOpSkzj7KwvqfeTdE/TvN2zYgRnkkVb2Shpxt+lr++EvQc6i+NnAMeVt7Yxuq8D5DrLYmDWzw3ZC5ls1CUajtH6oluOUQ9mQ1n/OUhUg7krNEv+GoTcFVICPL16m7X9MONvmLdxh6JBiQb502QqCasFsLQMP3pDDcxSyneXoyMM40Iaxo+oQQSseqbGoIQCbbOKxr/OuFyytCYCWX4YU3AJoOLfUs+m+oKkfHH1UA27lKU9FFYuXABjLv1PcdsfxA/7bar3iOmWEUJAS0ONNY+J4rEVyknFoGzrn16XNOb16rVJVmBEvZ97N+VlQsYNbDHmqabJOMNUGh4rlxHre7B7U+1jmHKivmuz/tE0273TIUsUZPy8V5JqOjNX3rwYvnDGZGioLRmOd+zr0PL9+v5XYOXm3fDrdx1WTFuzdQ/s2NcObY3RgkUXnTx89xJdIsNwlhM8+dSqyPnIhuM4fUEMx0QjNgX08qAONhTjKiEPyTFPwif++oySFiR8ha+9ITXoHwbFg7nTFizJy5PhZ2uogVkI8RMkeTsAPC6lvCH5LjFM8sT9CZZrgJReMxGN5wn3olKUy1SWyH1i6Ox7r30czp49DAAAVm3ZC1t2H8AzIqhRbNWXW0eIldhfOkxuIw1yAvkYo+QxGXlzomQotklXYPtVw2/R3uwZnJXytjNh81K2ejdH3Vfsq75zytA2+P175sLcggQIwzDx4LFy+Qm+l7rfBzHb+6T7HW16ZP1cke9dssdh9L6kSVQnHqYy5Me/pWt2zYMrYdKQVrhw7qhi2jlXPQA/ePMsTVLtkRVbAttPrtoGZ/70frjnsyegbYXdGagGM/F+Kp9Ehjp/iNMXzPhLq4/qcRwnjfIwinzNIp43yqmlnC91Ohy2rdLeqXgwI3lUwzA2j3518x6ln3o95Zh/R4WiwdwIALMBYFnhv5kAMAIALhZC/Ci1njEVody3qvrDpur7Ugdkaq64xxcn0EA5ibtkLc5AMIveCmn3yPVsmU6R7brd8eJ6WLN1LwAAvPjaDjjlh/da6/P36UBH8IWnSmR0dNq/lHrtAugezGlc7oMG9wpsCyEiB43MCWENsBesNLhZDL5nKKYaeE0ezgC+gQDqpex5N5O7RsZU7tiDBkJjXd4T5Y5PHQvXf/DIiC0wDAM8Vq4q0hy3ZW8ExFQb3fHjQrmlNKpJusPfU/tKxfKBtYUZtO5dujGf37cLK6sazEzE0XK2ScKlCb2N6F7D6rzNWJbUKn3u5lI2mE7/ABCWk2Y8jublrHsT2+1SqnOXeh+q82nUO7lTbVPPM6St0dovU7msQNFgngkAR0kpOwEAhBA/B4D7AOBoAHguxb4xFSSpAcxfHl0FX/jnc7DsG6dDnSXAVthyd2p/yAOKiMs0kiKLRlg/kc6FUsQcGI3yEkjn/FAGLlGaTqO3D6/YAj+7c1kgzf8i3LRrP7kuVWNZ/Xoa5sHsb6vG4OWbJJOGtAW2cwICem4uCJ8HsxD2e0D/IOUZfvFCpf1qPW6ayKX+IeUsd5d1n8NlmTColZ6ZYRgMHiuXmWyPohgmPt3d65cwGyhDLyoH9era8knD33HBHVeiOXelQZYkWqi6x2WRvggJBmdtg+gRnS+f3HkNs0urfbCt2iS3UyCux3KNENDh698BTSJDr0Cdg2NN9G6uC82jzu2zBMWDuS8A+N3JWgCgX2EQTbdwMFVFUrfst/77IgAA7NnfmVCNNIxBuShlU3wzappwCZzpOIOAUh0O318jdjmKbq1ncMu6Qd4j6WW637ttaSL19GoMfkvUDM4OLyldbiN6v4xtaN7KQtNuo97jOSF8nsX2Mup+3UM52LZxP9qM2bvZdgo9vWQ10rGt3/k6ze0xDJM4PFYuFxl8psX1OozzGq2O0RGTBuUeG/vnLHGajvMTribPZJSQ7tMNp/G7Yq2feJ7RXAk/o/Gxu55mdGyqwLkiG46pRucYaRhkozMxTSXJ+5jmwUzJo2cK1VwOMzArE1aSB7MycaZ6rGt5MmwboXgwfwcAnhZC3A35X/OxAPBNIUQLANyRYt+YCoA9D35xz8twxvShMKp/c2rtaksS3H7fen1KiTTnIy6/b2N069RnTLROxjKQZmjSZ/ziGsU7OUPP71CJBwOaZ65yTKoH8+U3vGCs68XXdgS2v3KjOW9U1P5iEhV1NURPClE6XpPUhcf8KYNh+YZdxe1SYL48xbOEGMDVNlVKfTBLZGD7vv2mmTB37Fo4dHRfY50YqjH8ug8cqV07hmESg8fKKZDE67dS7/BIDg5laD1LYxomGdLWILfNUWwrtqIQHL9naGKRUULlBSJeDNR5yTK2TfoWDJsXUzV+y/G4i2VMRvNhxt8YRmxiGkbU+yfJ24HWhfBMlGuiGnbDPrTU1eRgv0+G8kCI5CSAPufGDd/2fmJ5skSoB7OU8jcAMA8A/g0A/wKAo6WUv5ZS7pZSfjbl/jEJIqWEG55eC/s76N7EG3fuh4X/WwLv+O0jqfRJM8yEBPIKW3hANtSm8KNEvQgN7VQqIE3Y+SmnN0Q5vRC6yxDVdtvYLp1quFx4y5LANiVarYdfjzkt1N8HZng9acpgpRBel1+DOew+eNvh+eAlA3o1AIDvnBoke/TnkfkiFGUwkH22AXqf5nq4+Oix1mcGpc45Y/rBO44cY6yDYZjo8Fg5e1Rq9YYumVTe9oL7usvoh6kkVKkucuA1JK07BuqsBt7264edy/gvFXotHesLfFJA7gOa/7KhbhcnsIhesNR8ictXxJHhQNOi16eCr9akGc7D8pg+aoU+QgjH7CqRUas4O+1vDw/ypxuxdVRDNaWeLGE0MAshJhf+PQQAhgLA6sJ/QwppTJVx90sb4eN/fRq+77Ds3vvh7TlQXomLMKIO4LM+fLE9KtI0/qYxsDMa1zN/FaKTtoHeVP1l/3oedh/oMJZTL+9/nn0tsN2uaUZVFsrtqC5LGj8wGBiwoSAp4fdgJgcHVSQvPAN36EoLxWs4uM/spewNnsI8rAEAvnbOdPjg8eOD7RXKeXIaAAATB/eCEyYNhO+cNzO8UoZhIsFjZaYSZOuNzcTBddyYlWtPNSBZ6/CXZdf6ivDA8s1oOi6/qO/Lkt4yRtLOTJhNjyxLQU1L2Egcx4cZL4mX9V8n8scmSjcohn9SNQRPYSVPmAyFGpdon+LEiV0Pigfzwv8tCc3j71vWpINsEhmfAoBLAOD7yD4JACem0iMmNbbvbQcAgPU79hnzxL09pZTwh4dfhfMOHQHN9RQFFrX98K86eLnk8lVijOPyYKAYyUz1Ze0BFEZSA860jzrO1/pAekhHTS+6659cA/1aSsZFT/vcI6x/aQQKGNLWCL+96DA44yf3OZdVByaq7jPGJ+ZPhL88ugrqC8FEvSPKCVH8W0CIt5co5Qv2R81XMDgrOsfFdpBGRvTLSwydMm2wts8W5E/lHUeM1tK8Ynd86jjYsDP/fK+rycHv3j03tD6GYWLBY+UM0FOMU+zkSafaxruhVNG1j6W2xze5RiXu5Di/nzjXsLRCUG/fXy9ZMjDhk5d/1wTbTtyTOKKnLwBdNiGOrAcF9PIQ28TyBOqzSLVY6yGcf3VBb1i9qrMTxYNZXTX876fX2RsxoAYLzBJGC6CU8pLCvyeUrztMVoj6alj04gb48g0vwPINu+DKs6eH5jdNCvSAcEo5Yzrxx5bC+CXKBMf0hS+pR0apfuVlqHliGgzSMTqSxTEipU9RDjkLj3j/oOKX966AlvqaUkLIgbcTNKNcecthI2FYn8bi9kdOmAA/u2s5qazaXYpnb/ElX/Q+RjyGifdkTjEgG1E8lovBBJGsw/s0wXNXnAK9GvTXblQNu7EDW6CuRsAn5x8EAAADWxtgYGuDWyUMw0SGx8rZIugRWcZ2Mzje6anowbS7P9XwgaUKuph5/vzIKjh24gA4bfrQYtqOfR3wsb88BT+58OBE26JqMCdBWLWoRAamwYx61SdLHCMsboimWV3jtUFqIpYMhwrRvkyCFghQhubDdocG+QuhVpmg6h7MepkoU+6fLFqmpTmoW5Ydm0TGYUKIIb7tdwohbhBC/EQI0a883WOqDW+Z/tY9eW9p6s+UvHSdWl8MC7LrCzTJpTuUqrImleG+vM/dWzvOEa/bVtIMTnuAm7bnRVS9pTAD7aub90Sq10ZdjQh4Hr/n6LHQv6WeVFb3IA4/r14Or0m/5rHrPapKZIRdV+2DmCF7a2MdWldJI9rt/unVUAvLvnGGrkfNMExZ4LFyeehuH7tNhB0mG+nCMS/frqIbgUg1HBPfsuGEGQD9V/kDf3xSy3vjMzQPyPde+zi9T0gadYyapdsy6WdmLM9falkkDTN8xmqDeF7iSILo5XADe7h0cniDSfUprJ4BvYLz2JoQDWYMl7hHHjv26TKYWfZgtgX5+yUAHAAAEEIcCwALAeD3ALAdAK5Ov2tM2pT1i3dCL5ss/pSSCCBAMqCpb2ynk5G8h7KKq3EsTS1m/3HNW3hnrJaytMwyqpLFA8s3Wfd/5cYXolVsYce+joA2VWNdDjbvPkAqG8WDuZQ36E0clMiwV6RpLivtlzSWDeXp3UTJ0qCcYRgSPFZOkZ7ySHQ9zp5yXuLQneN92IjqcZg25fAu7Q6kedfe8eJ6cl6qjQD1JCa3QqyPGPgPI2nJSKoXMi5zgdRHls0g9gXJh0E+jogPD++aha0qUpNQz2cZLBvVOxprXw/q53a8dbmgKVX1YO5AjMmqBnNUOlJYfZwUNgNzjZRyS+HvtwDA1VLK66WUlwPAhPS7xmSBxF7+CY8iShpN5YEWMVV/5JmKJWmgspUxRV5NJahfFQwV//H4ati5r73S3YiMyzne7QvMmYaHchhX37sioE3VUFtjyR1E1VZzuV+9skUP5hyUpCyEW11Fz+KixrK6rVBMcPt9qdIav71oDvzv48c41cEwTEXgsXIVkQVDG5Uk+loN4zLGTDwd3AQ7UiCp34+ta1EMWtX0u64W0FNquXBJrzD25yvO+X0XOpbROcYNE0tugipBQXRDjhcMkNQEikmOIopEBU3+gpCHUBHlXId5BXsr9D3UGEGqBzMWRDOKffkDx43X0pIyVKeB1cAshPDEIk8CgDt9+9yjtzEVx2WgQvmiRMG1XGQx+WjFIrRTOY8I7eFpfdGXr5/VsETP459PrYUZV9yWWv1xVwWElba9S2xXYcPO/VG6E4sRfZsCE5yanIBRhUB3YXjl6gpLj1w8mNWsfmM1eQCsZcRLmjSXXX8Squf0iZMHw5ShbW6VMAxTCXisXG4SmFNV0bAlYl+r6AAZDfTqVdCWYJtTYMPevz++Bp54dYu+w9aG7UaPcOxZNTqHzcWz0u14skTlk6n0QzVgJm2Xi+VxHMMQjYFLaSTrTU0BXbGA1kUwDCf0Y6bcC2FNdSoFapQDXeuT5TTxtZsXh+ZRqa/VTbYdnVl5WujYDMx/AYB7hBA3AMBeALgPAEAIMQHyS/+YKiXusPPRV7bA+h37EumLR9nkOmI2k5Q3SJxaKC/u0AFMyPmOczmy+Lgz9Wn1lmQ8e90/pERcmmUpl7UJ89ShbdqkpE9znbXMkDYvKKDihexycKoeMrgPzEoyG/b8UYPz6e0mUw/DMGWHx8oVIqnHZeIanQmXyaqhjEkP2yXPyjAhzJHlTT9/KJV2e8rvIcp19p+b7936UrwOIOfZ6xMWO1si+aKA3VfkgH5k72LaTYRLRmAZo5clVocGdKOWpZ4Dqjd1uX+Dmn+d4dqHzaGwbqsyE69s2m2tQw3qV6552/rtut0Nk9/ICkYDs5TyGwDwaQC4BgCOlqU7MQcAH02/a0wlsf1e3vzLh+DUH92bTrsJ/1BdDHm2rEn1q9wGpHJ4Mocbq/H9Th71Kb3MjvnOXdrXxkjL8xLqz3+etQfqsGlDqbISleb8OSO1+72upvTKOe/QEVqZD5+YX1FeCrLnGXzD28P0vry6qIZg1dDrnW0t6F+hlfPm5I/h1GlDAvldKUlvZOsaMgxjh8fK1UkljFSUMY//DcCvg54FNvbMso40dj+n1t/snoaKEfY0+dldy2PWj1zfBB5KSTlqYfcaXR+ZRhxJiziGXrQvxLKJy384eDUHPjwgUoJxjNXhxmO9okdWKPIUSGO/uu8VWgcKqLIU5Zq37dyvy3ve9MxrZWk7CjYPZpBSPiyl/JeUcrcvbamUUg9hGgEhxGlCiJeEEMuFEJci+xuEEH8r7H9ECDEmiXZ7Okl4V2zbY9exddVIpv5Aoy/VKNRPMVRFHMmUXTfMoWySk6mwQIWmsxflrCb12PbX01If1AJO0hs/7ovm89c/B1+5wRxwz3odMzAAv+NTxxX/zgm9S3W+aLtXnj1Nr0AxKJcMvA4azIo1Wg3yR9H+E6WEYh1+vM3JQ9pg5cIFMLp/C16e2udCheqXcYZhsk/aY+WeTNJ24J5jtO0hbp7dgDjjxrIGazfQc35TPYsM3Foa/t8K2YNZ6sZH6rHhRt04aXE8p+MYsYlpSFlMToT2sRT5AGBoM6w2kk4zkuc/zwUNsBm8pcn897nXtbRf3PNy8e+s/V6tBuY0EULUAMBVAHA6AEwFgAuFEFOVbBcDwFYp5QQA+CEAfLu8vexeqD/2NG9GreqkByBKfeEPp3gHm9S5ytoDIJQU+5umZ4at2+MG9gpstzbYZTLLfc2Wbdhl3GfXYK78KH/CoNK5xQLq+YP+NdfXwsDWhsD+ogcxBCUqKBMYmx6yq5SF1+9Sf7w2QvqglKfy3mPGwkXzxsB7jxnrVI5hGIYpkeUhVlrvaPt358qPC5j0QYOMJ+lYksAvy9+fLP9OK0GYB2wsXeKIJxsrFj2OCT0/XhaRzUBykT2TDTnVVMx2gGock2ozGXCTNhxTPayJRmyqTIgC9R7Q5S/CPdOpxms1Vxrz+Sx85MsiFTMwA8BcAFgupVwhpTwAAH8FgLOVPGcDwLWFv68DgJMEryGuCFk96WH9inK72AZStsE6PsDD68J0rCjlwvaZiPOyT4okPOcxlm/YGdj+9X0rrFISKkk+UtJ+0VSTBjPmLaym1Ckeu0UjsVKQIv9hMu4GIlET9bkwI3WwTkN5ad/vx+9J31xfC1ecNQ2a6zkmGMMwjCs8NWBjchhZNQRktV9RsM2f1mzdC3e9tCGQ5r9ju9N5oII9t7LyK0YlW1At5ARkM0IvPa0vZN3jOB7MWFosrWZqPqr3M60+KlGrE8q/AOE2EQC6ZzqlTw++HJTISOMZs+T1neGZHFn06ePCM2WcShqYhwPAat/2mkIamkdK2QH5gCn91YqEEJcIIR4XQjy+cePGlLpb/SSle6Qy5tL/wKXXP5tIXepv3/gwkIF/EoHnJ+mQ9sRv/g/uhadXbytuf/0/L8K/n1pLLp9E98p16zzyijkqd9Zu37wHs57mp7Ym+Aryfs+qQdlFOQL1YCY+KaRiIdaW1YXUc+q0wQAQHswQAODhL54ET3/5ZFK/GIZhGDOVNk7FWQ7NpEvWxkbVTNw7+t2/eyy0Pv5YpJOVR4nt0qiuHeZ89uuL740hIxPjro0jLUHtC1nnGW0kmnexsV2iNZnixIV7ImNt6qmL1+2wlqN+XFi9dU9o+5VmcFsDTBnaFkgb3a+5Qr1JjkoamBNDSnm1lHKOlHLOwIEDK92dzJPGq/uvj622Z3D8VWsPJi+Al6Hz5GPK4tPFkUQ9bk3pEc6T90KsxCleuzUYqO/fT5sNzDZv1P+7O15QDCpRz5HfkK6StTG5EEL3Jg4xHIfpe9swlc0J4dtnr0f1QFaD+vk6hHLp6VPg8S/Nhz7N9WHdhdbGOlI+hmEYRifOEu40yUIfGCZJbGOwKPMFSiwMprLEuQqx5iPEwnECm9M9mGnWZKrRuWL5yGWpUhoRVyUT+isA4J2/fVQpF94a5RjTfrS8/9hxzmXW79gP//v4MYE01fmqGqnkEawFgJG+7RGFNDSPEKIWAHoDgBISkkmSpF/s5R5oUz2goy7ByCJJXjPK9aJ+DS7p6EbvX9HQF9Km+iyuc3g4+2v+zi0vOb00PYNvFm6dOIOtNMB6E9bDksyFUo6iwQy4vIZQ6rXVpcpsqNrNYbdyTU7AgF4N9kwMwzBMdKjajmV8M5fr9VvOY6pWtHlAZbrR7aFKslCnAOy5HOSpVVuho7OrYu3jmrYZkvQgzuOxNKqMYlwjLC0tRlk9iV4fUrYLud2ontMq1PsC02Dec6DDsTU8U7vy+0n7XUCROTxr1jBSXU98aX7c7lSUShqYHwOAiUKIsUKIegC4AABuVPLcCADvKvx9HgDcKfnTZlVQMgzacb2Y9IGKuk1/Bbrq2MW5I8t1N5ejnWjLnpJBNa62hATu8xPnkXLOVQ/AvvbO4nYlB8hZG5rjWm3qtkGDWTkakvHc4KUsBBR/ANRz5OXzBqFFA3Nxf9bONsMwDNNjIARC6unEmQdUM0lrsDLJQp1yfPWmxfC925am2xlHKvUTQucTWKA3YmC9OD8HsmZyjL6gxl+i4RgLBk8O6Ie2i9RHMZRjHwAMZ/5Pj6xC003tYbchVvc7jxyj1FP5B+EXz5hCyte/yp2VKmZgLmgqfwQAbgWAFwHg71LKF4QQVwohzipk+w0A9BdCLAeATwHApZXpbc9BN/gkVbFbdu0hQHm6VJhEVgSl/OyjBjlLAmOU3piN/OGhlVqaZmD2BVALA3t5mtjf0aml1bgIBBOIWt1P7iyPvAcVzCis6SMr26rHcDGfiwazZVIZev8r98K88QMAAKBfS17KorEuf18lfc0ZhmGYZKFGms8q1r76dvLbiMHoVvb0kN9ttX5cCTN4LXl9h3V/mlTqnFLlU6grkXGPXkkLHJe0BAWxQqrxFye6BzPerp5GmTejRmCC8VugZQkSGUiW/i12GcLfvGtOaL0uPLlqK1wSIpPRWIebXo+ZOMCprXMPDoat29uu2ycqSUVFPqSU/5VSHiSlHC+l/EYh7ctSyhsLf++TUp4vpZwgpZwrpVxRyf52N1xeHWkNVLCAXMHt6hkhuXwljXJY1TJ8SvuKXX7DC1paTnmS2ZapqP2zLZWafeVtge1JX7pFy1PrMzYm8XXURd4jy6ASGTYBbCgNNFT7LU26xW3fadOGIPm89vMtfvGMyXD3Z46Hob2bAADge+fPhI+eOAHmjO5L6BHDMAyTRapoaBnoaxKrZ6rVGMfkyfLVS3p1VzX9TrsdmEQG7kpMSbKS1HWOYxBG66N6/saRtKB6OhsM5ZR20Xku2ehM7Utw2xTkT5N9IdxnWN13LlkfVo12X6n1zBnTDykVHQm6h/Kw3o2BbZOD0pzR5r4MbNW9mb+4INjOd299idjL8tA9LBlM5og6AKJqKIftD7PzJenFEslYHKP9OO9h13bTmIikMWBUX0a9LBIZL2/cHdjGNKc8tu1pJ7Xteki261CfMQPzc1ecEqkcNrgIMxx7X8X1YID0IH+2r+YC8oEHH/niSfDjC2cDAMBjl82H+z53Qr79Lq/9/L+1NTkYM6ClWM+g1kb49CmTIEf0YP7bJUfA/73tEFJehmEYhkCWLWwWbOOpLCzd7W5U8ymthr6X40NFNZyHJDAHuC78mxHd+Urb+wMrEpH9dAMprb14RuIYkhbU/sVKi2F0JqSZ5mI/umOZvRwqraHXvWz9Lq3u17fvU+oKVtahnOzeTXVaWydMGlj8e0Cvenj6yyfrHXLgE/MPCmzX5AQ01OrzfNu08q+XHKGlqfF+Nu7cH62DKZEtSwaTWcr9ktc9HWmvtTjGy0qOY1zOLyWr/rXPvQ4qal1J1O0a+dVFg3nX/mDwAGqwh3JRj7x4kuTs2cEAA+cdOiKwPWtE78B2a2PpBXzkuP6w9Ounk9rBfotHTwguAfrUyZMAAKC5IGliMhLHCfKXrze4b3BbIzTU5tsc2NoAI/s1B+pIisPH9YczZgxNtE6GYZiegs3wmpSxI+nnPmXCbKKaVu1lDZPEVncja4d36T+fg4de3pxuI1k76ITI8u+d4hGaBsU2Ais3aH3B3xdEqymtpEPwPlqN1HwmDeZVm/cQ+kKVzZC6FCSSEe+LInUhvH/9F0rCik1Bw7AOTdrqqVXbgnlAwif+9rS15m/fsiSkbYDfvXtu8e+m+hro02yX2fBTp1iJZwzvDefPGRGQ7cwJAe89Zmxx+5tvnAEA9t9WDeGHt3bbXnI/ywEbmJkApgdEVomqGW09rjIes9PEI0b95PNCyGP80q55p+YTymG+Vb/89WoIajBb5RMcjdkqO/a1W+t/ZvU2p/rSNjAfMa5/YHvykNbA9nUfnAdtjbiBvk9zXUAS5NLTJxvbwe6ls2bnNaM8DapZI/PG7LaCEbs40TdI5Vw0bwx8/KSJaHt+L2UVz0hOHShkedDPMAzT0+gpsg5JeTJn7Ls544jrEKRcHvCmdi7957NRK4zRm+6PbSya9jXHqs9SgGtqXyi6v+ayRFkKUm30vtAlNyR89C9PBtKowQBNxvPfPbAyNJ+Lzd5/vqJ6k2vnSADc8sLrzvW4curUoJRic0h8p1c2BVdIj+jbBEII+MpZ04ppdTU5+KTPq9mr0/Zbp7wPOl0CSpUBNjB3Y3bv74Axl/4Hfn73y85l4xpYqKXT+jnE6r7jx844DzVTWZKXcgJnL8kBSqVlR/yoGsxdlgdvmAdz2HEt31D6Grtm617Yvjcoq3H2VQ/AgQ6LDofCa8oSn6Q5fGw/mDS41bi/riZnNMTmhAjIQxypGKv92J4hnse5KP6bT7cZiQEArjhrGnzy5IPQfaV29bQ3Hjwcvnb2NPjwCeOtZXmuwzAMkx16yse+tI6zh5y+Hk8lfif+cVoSYye+VdMhyWEt9TZL+nZEpZ8JUgrFdKIjkTonJstDxDTqRs0HANBJ6TPZYA2w50DQgxmbP1PaIH8AUIP8CX2lMdbXC+eODO0ThacuN0tgvPPIMYHtcQNbAtvnHhIMtLdCMTB79+h637y+Jieg1ieFWfL0NvfRdC4XX3lq8W+TY1ilYANzFdPVJeGrN70AK5Ub2mPrngMAAPDHh1+N3Ea5DC5ZGFhQ+mB/AOgk4lEdQhTjd5LnO6yuclxb9f3XWBf8yqi+gINl1Zez203vP75FSzbAG356n5anXQ1qUEGa6mvg06eUjLRtjboGVa1JDEpJXrZhF7znqLFoVqwKdeWbNyhTJU6ov4cvv2EqXPeBI/N1WfLlcgLeceSYoixGGESJZYZhGIaxkvY4Oi0HCKa8VPOliuzw4hvsVfPxm/jh7UutDi5ZBrumrprQUaBWjeYjGmup0ohx5DDInsnUdpF8IHXjI2bsRr2aqTIcEHSk8vqnG+PDV8BH9mCWAE+8ujWQ1q+lXs8Ugb5qPT5qaoIH8cM3zw5sd3RKeP+x44rbM4b3RutZtGRDpL75+eypk7Q0vzPd244YHbuNJGEDcxWzdMNO+N0DK+EDf3wiUnmb92q1SWVUG5ECA6p1WF7DPe163aU8vFUDoW18p+5zfUepQf5Wb9F1kCptYP7Nu+YU/26uq4VJPlmMBTN1jWBTEDs1dd74/tq9dvCoPvm8to8xhZ1xNRPfc/TYYhTgos5yYd+PL5gNx0wcYCiJ4w2uetrvh2EYppqpBhNO2svL/fXzO6wEG9nLR0+RsqHy40XL4JFXtkQu741rK3EPl7NNqnRyaD0xjLqGCkltoEWpZWMaf0l9wdIMXdm6+4CWdu2DK8P7ghi7AQDW+bx3KedOgC5F0SUl3LdsUyCP5pUeWrM76tGM7NcMh4/tV9ze294JXzhjSnH7e+fPCpYvvIiTcFr64HH2Fbj1Ndky6WarN0wk4kRDVanUckSp/KumG8uV+a2bhYFqEleoHIdRzoHm9U+sUdpW+mK9cMpXWFcDMyFPe2cZ3oQGPnLChMBX1cb6XGAQgAVENDowK8+H+tqcdvwlo7HlA0jhX9WgqxqJXVDbPXv2cPjDxYdHqyMTayoYhmEYF6hj2KTGcuUeE7IBj6k+evY9mzVt1DigUhXIeNlLi2JTIJdB8sXTOKYZeqN64RrLEvOB1OUq6B7WNOO0BIBeitSCBIDHVm7R0sIQQsBeRW6DcvxRzVBJvIvfevgoa1+EALj2PaUggKMKAeI9TBrN7zkaX+mbrzP8gIUwO35lFTYw90CypGmXVE/Ik4qI+0jB70g9KA9xH7QuxdM4btf+72lXNKOUCjpUA6+PHXuDWk82OQ0MVd4Bo9wfQvw0N9RAne/LZl1Of+z/7K0HB7ZNx6RKZ6CyMJZ9akGTQbdSj6ghvRsBAODUaYMr0wGGYRgmEdAl3im9W8r+zorRYBYcJdKkux9fGJU4/NTPeRVfU/U5FOqsi/y2KzEmxk95cPVhUviPL45EBtlTN1ZgPWJ9aL54bVx93wotTb03qEH+TAfcohhJpZSw5PWdWloYAgBe2x5c0SuRZin61ZRzRA3IaGPcgBbrfgEiIME5qLWBVG8/S4D55OxgCVWUEGxg7sZEeQFU0hAGoP/QXH8vVM1hivErq7hcIfWB4+r94rK0SPvSl8CJpD4wVQ+Bz18XjGht09t69zWPWesKQxLOqqvROkkECKir1QMK+GlVdJhNBmY1VQ36BwCkB09Rg9nSJ1eG92mCC+eOhF/75EBcGdzWCM98+RT40PET4neIYRiGqTjVviKlpxtMo5K1CXd3Juo9+uJrO+B1S2Dr7nANbecm7Pgq6RCG2QPs0ne0esmHFJLPRfaBUphuEI7hEU3VRza08fza7UiPCH3B8hHTAADmTxms5bvrpY1au7oOs6oPrfdPPX7sfR1Wr9cnLc3xuXTOwcGgfWFjhwvmjrLuVwPaR8UrPtcnz6Hlydg4hw3MPRDSl6cyvdTcxyTRRjHal64UWo2zrL/UjrklTYogxU/65bj6afZ/t7IsR/36aiMscIFKB8EgXekVcnW+QAXYb1tNqTFpMCPB+NSc3rFiRmrtg4ciiaH+Hq7/4Dz45PyDgEIuJ+Bb586EKUPbSPlN9G6uq7qlSAzDMEw4aRlrY+l8MkzKlEtaxdXIcaCjC4741qLY7WbhI4wp1op15WwG+h0Xm7kgaae1QFNUSQuqd7GDoZdUH5KGQT1FXYhx1tQXVUeZ6tWMpXVJCY11OSWfhMv//bzSrmoExvqmu2R1KT8bIRCvf0Jfk3gH14TYvtTdqre37miHp6N1E56dfZrqQvNkBTYwVzHYj+nDf34SFr24Hs0fLbBczJcDsbhr13Td14KhKuxrsGM7WnnHClgvTydrX9lUXI3BFI9nWxRpm/dGEuSELouB6UoFyhgNzMo26BZm756nBPkzGaO9e+TQ0X3h4/MnmitiGIZhmAJUg0ZSPhS4JimObTxo63d38OJkugf+u9R/X27YGX8cS73Nk4w7lCQTL/sfrN2mB/l2JiNW5zhaw3GeWTadZ3/z2LSKrkmsmyfQ+oy9VOuLbsAle2KD1AzFJkP5jxctI/RFwvod+7Q0Ul8IadR7wLbCuFg3mkY5F6W/z549DJ68/GQ4V/FS9uNqQ0rCGbMYg8jmYFjIdPCovrHbKxdsYO4G+O/v/zz7Glx87eNoPt1btnxQf4PZeK2WD5dnUxrnphLnO+tGd1eJjI5OGTowtr1Ak/DesEEJDqAa/WsM2dVqRE4v6x0q5sGsn4agMTrbdwbDMAyTFQLGror1IhyXcV6WYqR0F3rCKU1b3hD1RvQ12b+FpkXa3Xl10+7QPId87XZ44tUtofmiUEnbdLkN/3HmkmRP5xhGYiwVbwPPt2Nfu9auZmCWEvXk1eUx8d49+epWLQ2zFWmrwA3nYPf+0uphgbmTIV7YJAOzKqOBPo/s53vCwF7Qr6UeZozoHdqeqR3X97M3Z7aVojjdUTyhs/aeYwNzD8TlB1Ipb1NVo9WE6+ulWgxYVs2uhOqJki9JKPeW169y9s91oE7yYNZe2OU7INLLS/VgNjwjdE9jHdvp8HYVDcrS29alNxiGYZieTaXjglQrfNqqG2pgsnIRdj+5qoqRA7NX2X2MasMiB3Hfsk2B7d8/uBIOdOASG+WA/pylrRYuB3EkEcjez0kboh3m5D9VvZABQFVhMXn26o4/eJ+1uWksr2sJ1zy4EtljL6f2QSBtoqeNcC799YgIxt6w2zzMo5nynHP5Ldmesxn4SQZgA3MVsXHnfphy+S3w7JptpPxZeAF4xB0k6PrDyv7CwZKX78TrTmpEMehTjpl6+imepFEnfNUyTgwLyKcef0dXV3iQvxREmP/yviNI+UjaT0QDM/Y11/TCs35pLfwrle2jJw4AAIBjDxpoLswwDMP0eMhL6ss8+sjSWCdL8wDGHVQuAE3r5he6Sg4Pi19CkUD45b0r4Op7X3ZqK0njexwDKXZp4lwu6jwYNzpSjb9US6+eRJ3Oma77gy9v0tKwfO2dmLeynlmPbYPX98iKzVr/OhQB5C4pEe9nqR0Mqukc0q98P/S3sTo/FkKEekwLpL0wQ7j3jIzzrNQNyiH7I9Rpz2vOnbVXABuYK8xJ378bfnD7UlLeB5Zvgr3tnfCb+18JpJuek3FePpGNiNoTJnofcKJVmObvrlKTiSieqVmCMumrRP9Xbd4T2FYDBKovQ4rx2P97GnPpf2DH3g5SX/yRe688e1pg35Hj+5PqwEC1lH20NAQDF/hz+skJgMPHBfthe3ao+7xBitefQ0b1hZULF8BhY8yRchmGYRgmDLKhIksWYSrEAFdMlV7fbk53XZmAOlwQD3X73oIkAhqIO/pkiHKuTZ6wcUnzwwc92B7N6NyFGD9NnrqUlk3927hzf3j/0HaRdIl7+6qnvUtK+OZ/X1Tq0zWdMaJ6Ypt+CmpZ7XyYDjQE7Dy+urkkWbNtTz7wofWWDLEQO9/ODg5eFOMxJbZRVmADc4V5eeNu+ImyDKI74B4ML/mc1YD+YnA5E8mfizTHfEUNoQTM/WkuJXvL1Q8Hts/9vwcD26qHc0cEiYyl63fiGRV+/vZDin831pmMvnawl87A1gYlT3D/ZQumAgBAk9KmpsEMAo4yGLqx61z0WFZWHJg8phmGYRimJxNY5ou8V13fnt1rFF39uF6PLErfJWHc4PuyclAN/lguivErjLB5IVlz12AMpRxd4kH5pIR2RdNCSokYVOll1WN2kevA5pCa5AbZ25vQrtETOZi6bENwPkwP3qh6eOt5bnh6XfHvX92Xd85McrYZJu/oYu+wBvmrliUcPtjA3A1IwzZTNABFfOXHHdiEfUXM0k/N1hddfD+bQyjTPZTN3gL8/qGVFWtbWVFE8mBW89SYougp1NWUHtHTh/U25jt4VJ/A9pOXn1z8G/OoaKgNDjTULG1NtQAAUJsLeXmig75Cu8jbpai5rGwzDMMwTFSy/CqJ+p7j767x6A7ji7CPC9VAItchY9fyjw+/6mCUtRiOiJc07dUJdKOpnuZ6X4YeM1EWhupdTD42LJ+DZzKW9pdHV2lp1z2xJpCGGlQB4E+P6GUpfTHJV5w0ZZBWtktpPI6+tFpUIH3Bis0a0Sew/fqOfXBANa4rZVCtc6RulBhxyMI+pEV7RtNXo1eTMxYbmHsQcV7y1B+Ndu8T20z7J5OxsUnlhokZuB5OXtqGrDv30SQm0kB9YXZ0ydDzpZZRDbcUVK9jP/vbgy9jYfjbxLiBvdD0MG1m7F1XlL0gLPfx7oWsLe1hGIZhqo8sv0uSMBBSl1P3ZDJ8C5DJ6jG899rHYfWWvIxc0n3M6CGjfOnfz8ML63aQ8sYJRlcu4vQxCU3wKAZ0ujEZy4cZUmnGVZP37lOrtmppqrcySIDm+holiXbyuxBPbNN1U89+l5Toimm1bep9gBvFg4lC6Of0pmfWwR0vbgikqZ7aGKgGs+bAF1pNKBQnqijlScH+YsqeZu2dwQbmjHPQZf+DX97jJvxPpbzLpxzzh2x7uB5DVj2I00L1GC3twPNFayRatufX7oDv3rokkPaD214ylFVfgpW7jqpERqfq0oygGpijfIW02aQXvxYc6PZtqS/+TXmxmYzXXtn3Hj02v63udww4YBrMZOy9yDAMw1Q51ahJTB7bJKzT2h3wrncPG+ZrpDE+9m63VzbthoX/W2Lcn1UWvbheSxtz6X9i1bm/o5OUrxruR+qzEstXzmvvbyppSYsuCfD7B1dGKitBws/v1m01uieuhJeUuD6m++Ps2cOUfLhBXbsmhpNANU5raRKZuxE8nfMezEiFCgc6wzOpxy4EttKddg+X81FFaUv9/ZyjXHdyPRl7/7OBOeMc6OyCbxVe5nEHy1kfAFSaqIOAKhg7GPuovRCKnqXudZluL5uB86q7gi/kn9y5PPAiMRWlRvFNg12K93RHZ/gvU+1vpEU0EX/AsXTRCmWH9WlC+4AZvV1e8TY5DYZhGIYBAPTFQvawy9jECwNd8lsNg8sMU21znqSvd2rHX4HzumLTbtSA5xF26i6+9vFkO2SAes6xbO0EQ1taULV3y/FMot5e1K6QvbMlwPduW6qUpXpJA9y/fJOST8LeA51avtNnDNXKb9ixTyuLnQfK+cc9jjEPZpoX8M3PrtPS6J7O4R2meDCrjl3YXRLj26yl1nhQngdqlsG9G42ZqmlMwNP6KsT1B1DOQVZWb37vFNCWKeiQjivCeVa7U7YBZgr3hNf1MN3psMmeX6/4F/e8HIgCW8xTwRvtU39/OrDd2SXhlU16H9U8fqIYi3MCYNqwNnTfwnNnGMtFU4QSgbJe7/XlP0I7Fu96o+0ql40ip8EwDMP0TNB3ZYzXRSW9mqO2XW2GUsaNclzeJIfM2Ao896Xk7kf97VuScbYqN7ZD9V+X/SkGL48C/SxX5gEVR9YD1ymmGdRNaXsUYzJIgL8+ulrr3+QhrUpZCf96ai2pDd0LGe+z7t1rXkEazKcnLtuwC8mH9U+f51KeO+2E+15dKJyX3wimffdWfAW0ist809neFqMtG9WkvezBBuYqhjpgcBlYGD1dHV/oaRlOs2rAdsVkjNUy2OpI4VxEqtPw3NOjqdLo8BljH1i+Gd7520e1PJSvomnx8Iotge2OLgm/f+hVa5kkliwKENBSX4vuw6IDF8vFeDEVg30W+q9pMCNlTMZobN/o/s0AAHDRvDGR+8gwDMMwLpTzoyblFZyW7Fd3GTMzdsopG5f2L2fttr2wc1975PI/u3MZAGTHEI1rFOtpLfXmcXzakO0JSJrdgO7uBW2tz/c3aiSmRJ8r9OGFddud+lWqjWicBoC3HzFaa0MLfCf1Va4S6XXeC1nq+RDHHcwz+dnVyvEivTadg/8+97qSL9yz+4lXt5Lm6mowQ4xn1mwLbAtw/31PGJSPNWTXMU726VbSYA5v87iDBgIAwClTh2h5BvQyx2BS28oKbGDOGF+7eTH8/bHV4RmrhZAbPouD30p2ifqlO7gj3XajEvXadihv2lc370msbgCAF688LXphBNU7GUPNEslALgDqavELJQTAkDZkWQ1Eu7bF4HvetoTAtrXu4qFZ9JkL//ZproeVCxfAmw4d4d5JhmEYpluTmuE1I8YnlaQmuFmbbDLlJ8mfjr+uopSePy1Bs/OKjbthwU/uj1xelTlwYRUy3zCBn984Dh2WfSmb9aneuxiJywooKyhdwYLt6Uh4x2+Czku4wRop6ZCmOduBQaoiYrA9zOsd15eWcMsLqpEY6zPtosc5LyqvK/IgGKp3shDuv4k5o/uS+1Rqx3VphlqeXmTqsDZYuXABHFropytZe+WzgTlj/Ob+V+Bz1z9rzRN1zODkyewoa2CuiJYNG7Bg22kOmmNH53R5aNGzGgvTvGJoVSY5EDX1i9pEZ5cMPbblyJIdKo11yT72VIM4AMDu/UGdZtUITTFKq+QEQK1BrFgIAYPaDIH6otxtnkHZ82A2XD1UN7K4D6k2m3N6hmEYpgdQjXJMUd6btjI9Lth1pTsQAddLlLTnnbWtMrSxaotn6C3v1Tv2u3fBa9v3pt5O0YiakceRyQir59PTXD1CcdUj+4nA9pu8o79y4wvBNKQ+coA7kPCnR4IrVKkOQqgxGfNWlojtg2jw/9hfnoIDipH5ypsXa3NQo39aiM3FBOUDbVNdTWqrjQUI59/Oh0+YEKEd1/y6SEZomYw8A5KGDcw9kJKuKvKiSKgNV8NwmH67sXzIsytMDzgJyv5sIBxC6APLUIcubUJoLHS5k6LRG1Kgqwt/KfvxpBWikPRAvFMVhwKAc656ILCtnscoGtJCCKirwfueEwAfPXFiIO2YiQMK5Zyb8rWZ/9cbEOWwqH6mskha0TO6m75QGYZhmJSpEoth3OFmEu9JfteWqMZzkeU++/uW5X66snnXAVI+6s8bNY46hcNOnziPKuz4ynE/5OUhVMkICc+u0aUvLrj6Ia2sVp/BA/eyfz1PyoelaXIYgHgrAyJ9YTA6Y+0cQILk/fOpNVpnTp02WEmS8MV/PRdI+/7tS2HrnnB5Gop+88TBvTRjelIIgQeZt9HWWFcsa6w3Rp8wDh7ZJ7Te2hqzKbZPcx30aa4jtZW1ZzAu6MlkGu8eIkerLeNN5x7owbDD8auazWhubYfYhnVfeNVGXM6XS15Tf5N41pvqTuo2oxhf6y0PZGu52uS/qWEezGpQBPWYOiNEixYAUGc47pwQ2rENLUSijXJd1N4VJTJQzwM1r2dEzu+ZN75/MUpwSWojY29ChmEYpqrI0lukhzkFMz0Y1CvVsQ5XT9hyQp5bp9uNxKA8mqJoJXskfd2o9UkJcP/yTVqank/C82t3hOcz6ChjrN6yR8lHLIvoI3ehxmS0KNoOJiPZrswxuyRAjWKRNV3f39z/Cr5DqU9LU+zcnV0yNQ/m17bvgzte3GDNs3LhAgAAGHPpf/IJEe7TuDat8+eEyz8eM2GAcd/jl80PbNvOZtbm1ezBXMVkcUCbtMdG1BeX5jVbDvkKFwNw6H56h215Xc9fEveUyWv8qzcthkUvrg99CHaRNI3pHX3lW2cU/1aXEiUBxVisHtIjr2w25j1x8iA0PSeExcCsf821GYXDUDWXvfNNeYF1KWX//L4j4B8fmFfoZz61uaFywUwYhmEYxiODQ2kmAlmcE1Gohm4HvJUr142K8N1bl6DzEmrwPuyE4V6/lTuzuDwEkoYkptVryjxZ9bYlHwdRgsJkeL/kD0+Qym7atT+0LyCR3qDt4h7MFKSUUKNILMZ57mDn5YhvLQpsd3bpntlJ8sqm3U75SXrIqg3K8e6uUSqg/KZtK4Nra3JWD+dgW6RsZYMNzD0Q2889qUdBWje6uy5ZOv2IShzDdxrP6XJLFlx87eOheSgezLYs133gSLj8DVOL27YH/KdOPii0rTAwD2YV1SD+q/vMX4ifX7sdTRfC7MEshNBehNK3zxXTfUFaCWC5p4b0boTPnzYZrn33XOc+MQzDMIwHbgCpBnOdmWrvP9P9sY4psdgbxHqj3Pq3L17vXsiRq+56GR5eYXYKiYJrkNG0g5KSZR8wac2EJ5Cm6g50dAWMil2S5pAUK1AfVh9IePG1HYR8oN03eOA/3IPZtJI0Cl0SQFVYjFMfpWhnlwRVvePr50wPLffNN86I1ilHTp8+JDRPY72bmbRvS711/9gBLcW/v/HG6XDRvDFO9VcTbGDuQcTxZEyLqPXrur6O7UZr1plUNKCTeJenYFAuGTTj1YMF+VuxMfil8rcPmA20NTkBfYmaRcdPGgh/uDiesXNfR2doHsogyOOMGUON+zzZCxXslJe8jt1RpSykQ11hMhgfPH48jOwXXUObYRiG6cHY7Ftl9ioghakg5KH223UIyfbqEnwukgH33HX73SX1O33f78OdVpKA4kgCQPfwfW3bPqf8SYLOQ12dt8KC8iVwEI++ssXfoB64jmgkxsBWwdK9mrE0/JzmNKcyvA1Nlxmpbt32fdE9mAHpSxxLCKHo6zv2wa/vWxFIu3DuqNByFxw2MmqvrKi3ZO8m3U6g3tcNtdFW2x4yqk+w3kK1ftvE2w4fDVecNS1S/Rim1c+Vgg3M3Zio0UExor4sqE169SfVZ5Mht5JLkPyULXCD6fwleG8kDRIzD8782f3BPJb+CiHgkRVbzBl89G2u1166rvzynhVaWj/lK6ZLoANTf3JCwPuOHWfcl8atrf4uKW3MLgQ1YBkMhmEYplKUc1xDWn6b4MjPXxNqpMrGULciaEHGK9ONilGJ8XzxHGdoLhEV+u80enC74X2b6B2CZJ8ddP1hmsHVO2Z/H137G2bsFICdW90ZKc5x4L8brD5Krny7Z88eRspHcUb7y6OrYNmGnVgnQ5FSalIM8Tyiwwvv3NcBtykrDFQdaIxcTsD1H5wXuW8mKPafpN6b17xnLtz80aOTqcyHzUlx3MBeibcXBzYwl5mbnlkHy9ZHfUAk04diQLwsDwQiajFrMgFpeBCbyND51F66xOOO83A1FXU16nfG0JkCyGsR16prgUx5cyK2gRlDNTD/8eFXyWVN718hAGoNO3M55PxLr74oEhmFNpVtrC416bvnzYIbP3IUDOjV4NwuwzAMw3QHNK8012XxluzYrp5sVO6uUMfC5ZRWqfRtRvYgjQh5vpnCfKkc4NJC0dNwPWlz+2HHTtWnJhuJ43g1E+810+2n6R5L3E6h1mnq8qZdB4p/LzxXl5L4zbvmoOW+/p8XNc3iOL+YOGUf/eJJxb/fe/RYNI9/qvueo/A8UbE9KpKyB7Q11sH04b0TqQvj3UeNSa3upGADc5n56F+egpN/eG+sOqgGuyQHm5GlLJLrAgp1AO+iHVtOTP2Kq80c3fPb+wPfv7+jM3VDumvU2QsOGwm/ePuhxW0BAk6agi8VOWXq4MB2jRBGg24c1CrvWbqRXtZkYLaW0fcWJTIiHJ8n6eHV6yK30VRfAzNH9HFvlGEYhmESAnv3lWOcpzZL+eBfDieAYlvxq2BSJssfC4oeqxnuY9LQnZywsubClTiH6POHWhZN01Nth+XPjXk/A+iygliAO/LHFyyNalA31NfWWBuaE5W+iNE/lbtf0ueVk4a0GvM/p8T3uZcwL62vxc2Ea7fuDS1roqGutLr17NnD0Tz+y3+JYeVuGpiONyl60ruXDcxViPdySHOgXPRgzOgAQn1B6gP6CnTcoclYV86hcOhpCJE+UJua9KVbYPveUtTeb/33Rb2MxWu8juBZ7KJXDABw/pyRcJpPrF8IgHED8KUi6tfJnABYtmGXse6GiC+bWJ4NFokMY5ni/0ok+RuWWX8gMAzDMAyRJJecAyS4wtD3jnV93WZ6VWIF6W6nxX88cYxsYazZugdNR387Cfyckh5epv17oBqTXQ8rlmcpoTBu0HTz3vXbH9I4zweU6HAS9H5LkHo8JilhYGuDkqbXT7WfxPHs3rmvA8mHyHpI7NjC2bLngJZmCgQPoN+HT6/eFtrGJ+cfhKb/7K7loWVN+O0AvZvq0KB+i14sSWsMMcQeUrnuA0eS8lGeMx8+Ybzx2KOR7MMt6fFLGrCBuYrozradLAyMy/GD1V+GqTdp6Ej0/Rt37Sv+/ct7df1he7Xh57gTeQHbUD2QbXrEymolyOUEPPRyKcrvn997eGD/te8JBgBc/o3TSX2Kei99cv5BFqkR/Rkwd2w/ACgcs0EeJkpfVM1lVTKDYRiGYdImA0PDzNOd5wYuhH0Hr/rzZJMdSOHgjv72XfDcmu1auilmDhPPO7hc0D113Y7Fn5+80hpLE8hKVpkPAO+nS2KezgCjlCDiVA1mauA/LBXL9Ym/PY2kIrVJqbWd99i23zmtDbXw4RPGB9Jsjkj7O5AARyGcPHUQ3PvZE5zL2aj1TcSFADj3EN2LubVRD8AXxpwx/az7vTPTVqi7f6+SlOXMEb3hZN8K58+eOhk+Pn+icx9MjOyX11w/e9awkJzdBzYwVzFhhqMkXv6pfwEmjom0oB2Og6lKDYT0yLAJdMTFUzrikiIbppcUxcmVctnUQYTKr98Z1JhSX6j29lUPZgFjBpQGI4eM7hvYf8S4/oH6ai1fh/3sade/XFMY2NpgvL6YZ5OnyWz1bo7lTV34I4bcBsMwDMMw5YONf9VHJWT6wlixybzCz09aQ8OKBCxEHbRpR0j1DkbLVtA4TT7PFq9mP9T7wZvX/O3x1YF0dRqYD4SnG5MPdOieznr/kDRqPtQQjRu2UZA5uHpupK28hYuPHgufOWUSfPkNU4tprZp0Rzz6NNfDqP7N8OMLZlvznTZtiHU/AMCUoW0AoK9kbqzTA8KfOWsovZMA8PSXTw7N4/2uz5gxBL7zppnwsZNKBuQbP3I0/OqduH41AMDP3now/PWSI5z65GdQayMs/frp8K55YyLXAQBwwdxRsGDG0MCHhSvOnFp0NssSbGCuIiLrICteiHHqSJqsGLDLDVG5Inr9Qt026Cd4mw4N9m9xC97muuSzK+Qja1tT8MumWifmzevf56dGCPjQ8ROK2411NTB/SlCn+YwZbi86AIDVW6LpU+UEbSDr5fC+eucQ7+ZYy+wMumEmQ/asEb3hZ289OEaLDMMwDEMn7WBflaDa+8+4g42q4gQrSxJU8iGrE6sIxPm9kQPPoWXN+dM+u6ixlujlS/ZqjnkQukcvbnRuqq/R8lH6RzXmm4zOuw90htYHAPCPJ9YobWASGVI7tl/dtwJ27bc7KgkhQAgBbz18VDENM9a6oK7S9bp6ylS7Afmd80aH1n3O7Lz3LuX5UR/izDV/ymD42InBuTsVIQS8+bCR0FBLL/OGmcPgiHH9A2njBrSQywPk9Z3jPjt7NdTCVW87BPr3KtlhLjpqLPz9/TR5kHLCBuYqpJpe7tRXd9ghRT1kZJVNtHosJeMNUJTtKHIGlDyuAWQs2U1B+B59ZQus2oxrtnnY5Cs8OpVgDjWKBkZTXQ3c/ZnjA3UG26AHysvl9Prfd8xYa5n/fuyY4t+HjOqDLu+JCiaDgefTbhytn6UgfzEkMgq12oL8CSHgho8cDW+Y2XOW/jAMwzDlwz/qQN9D5epISiQ9rq+iaULZyKrt3tYt3Ju2sqB9KkVrqypwAy9mVCfXGKs/JtCApRGbivPxApPew9Li3AZCCJCKo1HewKxP6KOebWyhLG50xgzvdE/zLbuDOslUL+n1O/ajQfz87O/IG7lV3eVFnz7OWs5GbU0OVi5cUNz2ftdh8ZMojmf4cyO47Rltw96Hv37XHPjUKZOsdWttJfhwWnzlqfC/T5RsAY9edhI8etlJidXfHWADcxXjupyqyt77JKgSEJSHD+V8WqMBO5xh82oawjVFXuZaFupgIaQcVacKAGDVlj1w7HfvKm4vXb8T9rUHv/LmhICOEAkMVSJDfbE11edgjO/Loe6tba4b02tWDdSqDIbq0TysTyngQP9eDfCDN882N+iI2fdazZfHfymmDmsLZpLBvC6ocifnHToSmupqjBF/GYZhGCZpUO/OsvciIlXT0e5Nd5z7UEjr9nM9n1k17APEXNmL1RfDeJuW81jUwH8YqGEWKW2fK+N/F+vDNIlBanNDCbqxF+sLHjgeyUc0/lI9nTGw+e+v73+FNPdXZSBmjegDAPq8dvxAPMh9HFRHLJWWBt0b+PTp4bIZ6n1SX5uff6vNffwkux6yN3OeOCj5Y8dorq8NeEAPam2EQa20YIQ9BTYwdwOy5NFsekiWe4ARKkFh6U/U8xnXQB1eltbexMv+ayxT2mGv23YCqdfy/+5+GT75t6cDAwABAOdc9YC1XJcS5E9dKqMuhdE1mM2d1yQycrpHtfoinTg4+MLyG6B7N7kHIrAiAKYN623ZHeyb9KWrQRG8+8N0Ovq11MOM4Xhb3jXzztfYAS3w4tdOg1H9m9H8DMMwDFNO/O821yGmf/xUTbIUVdRVJgEqfb1tMxb/76/Ss9DIq1Mx/eAYB4ObMs3yE1HjEMWB6kVLlsiI0TfT8XciEhlqO13KaldTX7C4Pnif9cQ3/PR+UtnNu/djFWp899aX4P7lm7X0e0K8lQe1NkCf5nq49RPHFtNMzl5J4l2eMNvF8D5NWtrP334ovPzNM0j1q6hz9U+efJC9nkL2Q5U4SkzlYANzD6AiQRKUf5OCeiimfHH7gw9GonsSu1wbat72ToucRwI+DS4vtYdWBF+k2Km666UNgW11MFCv6CQ1hRiYbTIc6rUSiLREbU6vz7T/hEmDACAfzTcJckLAqdMGh2f0sAxSsWVrfp68/GS46aNHG/sBkNd7wgjTx2IYhmGYchM2EU5ymSxAMmMqE1bjHpJG7UuljZZMOK5GzrQ+klCWtZvSqgHqWaOupKAaaisJrqNMlYfA6tOJcztgchgSTLrMej4VzGs4jhcydl4+8uenaIUB4N6lujF5yes7rWU27MwbsP1B/Dwd3jSdDLGq25BAgkIImDWyj5bud9iiSM+U+1iY9GArAYPiPWgjfxWOXE4TbUDzGR1zU3qAJDUpiRNN2NcZct7SV3K8/8+v3Q4S+QpsA/sabMPfdg5ZZvOJvz4d2FaXM9VrEhlBAzMiR2w8XrX5GkQiQ/VgVqvy610dMS4fuXV4X/3rbRSodxl2zNS8FEb3b4YvnjEZrn7noej+ez93Avz7w0e5V8wwDMMwTGLwvDmPNxbOmkEvaeIYRZkgcQzCqBZvxm4+vI9YPmJ9aBt6GlWSG5tb54MQ6m1gxmStbaQzHUjk+M/+4xmkXSIVvMSmQOsqf3rv4cW/R/WLvvIUuz6LPn08mveGkDkhrievzLfJPVPrYbIGG5iriKjvrWK02uS6Ym4roZ952EOH7smcrZe9R2nZiZpOP3+2vFiUWoyLr30cfnbncmM5DBf7siZfgeTZvrc9sK0G+Vu3fV9gf2Ot6sFsbzPQPvK1NEwiQz3P/v2YLtXP3nqwsf0wcjnaF1yvT/bgk15ed4QQcMmx42Fob9xwPqR3I8xGvlYzDMMwDBOfbI5eq4+qOY9hHa2AFcUba5KbLsPJTrIJqucutR+uBti0SdpwTBWZdopJRPBMBsA8mPUr9RPffNYD8y5eiQSkv/T6Zwm9pd1/LfW6JnEcfnzBbACg3zeHj+1X/PuUqfiq2EcvOwl++Q7ciagI0t7A1vCAflTUFcnFZh1/H1mSimXysIG5J+LwO4wtKRGzvEo5+kONJGvLH7UfLkH+kuIHdywtVa1+NUYDIdA7oF4vytfXji4J9y/fZNyvekFjshemeASYwVstHxLLAG3bX8cbZg4L/ZJrrI96h3sfjSwe6t51or53Lz19Mvz2ojm0zAzDMAxTZWTB6QD3IIzer8ofUTZRT2lWbRAZ7ZYTSUvPVBL0pxhDK9n195nkfUo3ghNlJNCyeprtGNZs3evLqDst5Q3MestaPnMTkXhy1TZSvrf9+pHQPLsPdIbmcWFM/3xge+q94Xd+UvWsPQa1NsKp0+yB+EztXXbGFFpHAnXplfVuDsYOykW0SlJOS1af/90VNjBXEUn/ODK2kieAOgkwG2SVbXVAmfCgxx4Zl+B5mmCQPxuma4ulHzNxoFPdeEReHMz4G8b+drcXsx7kj/5VFO8Pvc+mZWCYFhWFsPOjB3o0lytdJdrF/cBx4+HEyQ76zwzDMAxTBuiBqWjjk6waxGKNEQ3LzXsabEjQCftdzPn6HfbyIfVn8ZzTHIpoadSyeL7wlYb+fHHm5pTfO1U2Ay9rTqPeAz+7y7dqFjDpC6nNM1Gv5h70aGvvzMt8UCUy/O8RKQF+9JbZgf2tiI7y9R+cp9djqP99x46DPs1uQe5JRuCI72XKaamNar1mIsFnuxuRBe2nuINZ/eHi5tHpWAqvKgMjJcpXYsq5LhpALceEBRzwmPuNRfDCuu2BNNPXUFv7pe3wc2sLUoi2oWznhIA+zfWBtNJyJbv3cz7NXr/aFlYmLUyyF1jzroM+hmEYhqk0YWNZ7JWWxddclNFwcuP4LJ4RJi2wsazLnbRp135DvRE7VMXQ57HR5TVciXodqJ7J1LLYykjvmKN6b2PB+zBbsiql7LKattycMcPuGezKnDF5yQuqgdmPlFKLE/T50yZr+bDg7bY5e63Lcl+g3cOU309DrVs/PTBJSyY92MCcYeIONI0/1DI8k9P6GWf3dYLjvDSKcuYMXqxYWhLv3z8+/Gqwboc6deNveJkDHXpABhuYB7PKpYXlPJQXnGa8tZTxjseWZ8HModb2fnfRYb767B30ftNFXXWLDMb5c0YAAMD04b2tdTIMwzAMkxARBsDJOzZU22g5fTJsjzJSdR7oVWbDod4T6OoAooZEJa+gyVkJC6JHLavmxyUyXDSY9XYxvWU1rb2zC11Ru2X3AXLbNhbMsM/dbIwb0Av6t9SHZ0T40PHjjfui/Ly6JMCho/oG0s5Ajg0PwmfGZrBFjcCWujyiGNADbVTZ86c7wwbmKiJykD+HIA2VXoGiD6bwHmjHkoExmMvSpK/etBh+fd+KWO3ZjNGmL7v3Lt2oGXDPmDHEem+p+zqdJDLUsuFl2imZkDa8r6noC6pwEBQDtz4wMhcqejBb8oQNUo6ZOACOO2hgoW23ZUSlS6GXOnXaEFi5cAEM75P/cn3XZ46H/338GELtDMMwDMNkFeooLKtSIOWEz0B1gEu80Ig6P0aD/FHlIqhpFgNs2gYxuhEcP+jHV24JK4qmuRyWNqdE5DDuemkjbFYMx3e8uAE+hwTme2XTbofWzRxwnIv6aWuqhfs/f2JoPmx+WFeTg4+dNBHNH8UAe87BwyGXE7D8G6cX05K47WySE80Rgxzys7r7wAbmBPnlPS/DaT+6N/V2ov4A49hgY//ojc7UJgOy4pUaudnKeXGHeaB/639Lin//9M5lsGHHPmLF9LbvX74J7lqyobh96T+fg6/c+Hwgb0t9SYvpnb99FE7/8X2B/WpQPZdlSTkhYMPO0nGZluH5oRqYB/RqCPSvV0FTCnv/euMXystZzdFkeVFS3vXHTxpo3V9bkyu+jF0ng96VoPRj7IAWmDK0zal+hmEYhmHKDyoFYnnXk71dM+CQwZSwXY7AmLAC1w2Xo8Gk5cw3Jm7EzcZNmHQ38Poqd6zouSca1aUEuOHpdUoarax3O/zo9qX6TiUfqsGM1PnZfzxjrStpZsRY/Xni5MHQWBc0sQ1ua4AXrzwtkIZpId++eD0cO3EAWq+IYLWbPjw/76v1SWBgP1dsfmx739g8mHH5ScL8m12Quw1sYE6Qb/1vCSx5fWcg7Y8Pv0oyqkWB/pVVyViG32/R8EXMn7aXRTkeWa5B/vzP5ltfWA8f++tT1gmCWyC+0t/vvuaxwL5HVgS/SNfkRKDuF1/bEdivvkNcDMwCAP773OvF7clDWkPL7HeWyCj0qzAiwa5DUTeMUN/A1obAtucBjFFcHWCpuKmuBlYuXGBtk6qXrJ16h+NiGIZhGKZ7we//PNkwWaYPHnMjXe3f7nqP0T2OafnKKWlCbYu0uhYAVmqevxKmDsOdUlZt2UOqf0WIN3GNEKgxGbufN+xMx5YCAPD+Y8dpaUdNwI28KlhQ96G9GzVjaa+GWmiqD84Ha2sEXDRvTCBfU30NzBnTD5Z8LWiMBojmwUy1r2AOybayVgMzltZdHyIMChuYU+TljbvgS/9+Hj7y5ydTbcf7zarP47CHivWlE1OOI2Y1ZBIdVJV5dKq+KPYe6Cx1xaEvWF41EJ//Rad6saoeyipqP11WDakv2Ia68GUzNz/7WmB78pBWNCBBUX+4cM95R2w7HMrX0ZYG/YuyiRxh8K22ed6hI7Q83m8xTMLD5LHMX30ZhmGYngB1mXZpX/cxPWbE8ZNJAbIcBDHfxp374YobX6C3X+GbqxK/UzwIHtFwS/TmdT2tVGM2BWp/pJTw1l89rKU/pkpkSNBX2xIN8hi5nNDO48ad+1GjcxQ+iOgZnzVrmJZ2/KRBWtqho/tqaRgXzRsN//nY0YE0bx55/QfnFdNaG+u0svU1NXDp6cH57awRfQAAoBGZL0eZ6eHayoiHMboywVyvzcCMOaIlNUvl6W51wAbmFPGW+m/d3V6R9qO8rE0/XPrAJ9pbIfbAIsEHTrmeXarhNpcT1o8CLgMMLPCBx4Mvbwps14Q8rXUDc3QNZgpPr94W2L7lE8eiAQM0g3LRCxjRcUtp3Fo8Nw4H+tETJ8An5x8USLNpKfuRiscyzzUZhmGYnkjYa5fquRXnPUrVODXmjQh1xNGdjOtRyfoZII8eiRn999k1D67U9j+7ZltoOVeq1eZD9mCmliWm2dpKG1Mf120PGo6lBBjdr0XJJ2Ffe5eSlsf/PKY+e2tyugfzys17nFbK2sDq+cBxutF54uBepPp+e9EcLW3K0DaYNgyX05jt827+OKKrfN6hI6CxrgZe+nrJW/nYg8ye09E8mGlQYhT5qbUUQO0EJIkMtz4w2YUNzBnG9Hx1fezGkZ+IWjIr0hge5XiHu+qMqc/mMENvEUI2mw14/pTB1n6oqC+07XujR+iN6iHRUKc/qoqyFyLcgzmt6x/lZShAwMwRwcGId1pyIkxj0WtXBMrxO5lhGIbproTphuIGoAp7ZFo+eqcPjwrU68/Gizxn/ewBNB3/tWTvpKXtaR3vgxPNq9mVqPeuyVsZyzdLnZcAwKj+TVo+tS9YfdT+1giBGiNdHJls7NzXoaVNQqQaO7sk/Om9h2vpi688NbA9un+LlscztD55+cnaPv9pmDehv7a/X0s9AATn2XPG9NPyFeuLMufEXZhp+SzU1jhqMBPqTOtpU1/D5s5yw2ecCaC+J7L+5T+MKAZsZwO+w0PZ/yLGPJg9DvvGHXD74vWGSoKb7732MVi7ba+SJZjJ3y4mr2AbAKkG289f/1xgG4vi66F6Urd3Rrujxg7QX+p+oyyAX2cZ82D2jNGRmjfiXfvxSP/MZUB7i3r9C/s67X2EGNmvOV8O0jkuhmEYhqkEAcNxxIlqMH+ZX5AhBpikpRAYJgncDYWlndU6BiUbYKllsXwZ+yXjvZHwzJrtWmqXIomI6iUX/v3rY6uLaWSvWUQiAwBgX3snktudvs118PI3zwikYdIO/Vvq4agJA+Atc0YG0pvra6HFF+i9f8Eg7OdAR77/HerJgnCvbm+/f+5n8wxO83eG2qFtEhmOnaFkT+Nj7NNfPhmeuHx+4vUydtjAXIWoPz/yYDXGZ9QqHTu4vdhtnqOWaqjn9U+PvBpsDvFg9vf3Dw+X8t/w9Frjw/mZNdvh+7e+FEizffxVjZhhWklxhkaqFrQaQJAK9vVR9WD2trFABR5pTTQ/eXJe8gIbfGh9EObfcNi7taWhFn7x9kPh9++ZCwAAbzlsFAAAjOjb7NJdhmEYhulxVFJmNsm5c7ZMVtVBNepXh81hyhWGJqyZajUwYwdGNyYTC1tIUm8ZI2zlR1iamixBIh7MSMPEG8IU5O+8XzxEKh/G5CFtUJMTcNq0IdZ8tYU55pHjdS9jv0dxn2Z9jrd+Z15apLVB11j2G0xtjsRUeYqkJDKITs3Rg/whuzDta0ofXPrkMX14KdZUn+Z6VP+aSRc2MDMVpVxfdouatTGbsz3Wwh56l/3r+cDLRn04q9sDfMbKj//1adi+16zlrQbq61S+pNpeck31NfqAwff3b+5/xdhuGHFXObU25gMl1GLLWxR5CO+QbS/gtAbBdYX+Ub6+5oTQ8rl4WJ82fQgMbG0AAIB3HDEaVi5cUFxmxTAMwzDdhUoHHssaSYxhsuZRmTbVaPt09tJP4Mao9E8tlgMI0RNZL0Y0wBKNydT60kJbhUxsGzeqS80Bieq1TSWvwZzcCXrv0WMD22cWjJoLZg4NpL//uHFo+UVLNmhpKzbtsrY5fkBev7kRkXL0Y7UfhBiiPSIZmInGZKzuOosMRq3FmwsrRTHyql1oK9gAXLlw7qhI5ZjkYANzipTrpVI0noa0XwkdOOrkIOrAwlR7pEMldNXlkoYduno98p6twri/Q5WX8O1WXwKd+kodvCCku3w07m/A08/ClgyVPJaDHszYV9Wy/RYJpzIn9DPuGeLLvpSXYRiGYXoI1eRpWUVdzQSVNpBmmainxu79WP0nHL9nqMZkYhsO/Ukak2THAWWSKCXAXET7l6IpjUqrEPuXy+GraClMGdoW2O7VUAuXLZiCt6M8+D97yiR415GjtXwHOnRpDnUFrapV7TlChdlYkrDBuAbic2kXMzDbyto0mKPCc+DuAxuYy0Bkcf6U2y/rV9UqGohQl5OouB6jUOpVDaPqi8QLerB9bzvs2NceuEEeX7lVyWu2MKsSDUlPuG54el3x77APDMu+cXpg+/hJA9F82ItMlZXosngBF7WKrb2JD2l5j0CCZFgq+NDx46G1IdpXXIZhGIZhehrVM+Zm8lTaQG6bw4SNbavVMJS0kZiq6WyDOid78bWdhP7glvHJl9+iJOnSF10SNyZrXs1Iuy5B/izT1SJfQgzHv3j7IYHtj500AYQQcM27D9PyqvPp2pocTB/eW8t37iEjtLQ6xcC88E0zA9t9iStI0VOCehfbVuEm8ztDYxs4Vm2XyIjYz+p8jDAIbGCuIqKOPeIMWuIuT3R9yIQ1l9QAzDaQcm3CdoxhdfmPR/XSVav1DMybdx+Ag6+8PbBv2YZdSl5zm2pvBaQ3sA37Ml1Xkwt8hf7xBQej+Ub10zWGS0H+PA/m/LZr4IEkcAm2p3qqAwSD/Kn30+dOmwzPfTUYyZhhGIZhGIapbpKeJ0UlTr1pDbvTNrpTPHTjpqXFB/74hNI2rXGTxrSajs3fpNSlD+PYCXKCJpHx3mPGwacKsW48RvdvgXs+e3xx+6QpgwEAYAZiOMbuT8xA2gtx5hnRtymwrXpOU6H+Riq1ysa13QmD8tIgmJ3Z9RDqa/PmyK+cObVQPupJYAt1VmADcxlI/IVThoeUaoA1DYDS0sfzmjNVH3ZsXjldJsTWaHh9+L5o50Dti7o8xRaMrzNE3PiL/3rOuK+9swt2FKQnvH7cv3xTIM+BDsInZQJh/QQIfoXu3YRrNDXX6y/9oseykm6TyEh7EEx5KQoQxiAZ/GpkGIZhmGhkyW+3siv3eDRRLaBGTiSf7YqmNxeLLzmXtG5vkuASElgado1o183aPrEA5ddMPc9Gw7iSjs3fJJIex9C+YtNu2LLnACnvx06aqKWN7t+ipTXW1Whp2H1s88D1M3Fwq5amajpTQL2GK/Scpmow2xg7IH/u33q4rnfsOtduKBiYvYD1TfX5a/j+48a7VcRkBl53nSJZ03rLcrCUsIF4JfSjMez26XheCOrLTl+uZNZgduHvj68JbO89kIwxGYNy3fo0RQtQ550N76VYX5ODA51d1jbTuo+KetAkDWb90rl4QDMMwzBMT4IceAsrG5Iv6aGx6TWeRDsZHsZnlmo+Zf55RdrH4S7vUP0D1qS9lake0Wlg9ExWPY4NxvJHV24JpGGexV1SascY9wPCuf/3oENuM97dGCeoHZavDpnYjeyrr6qNArWv5cB1/unNp3E/snhHUV+bg5ULFxjajVU1UybYgzlFUnupGLxyKQ99gGhfzMptnE5KKsPkKZpF1JedagyNE2l3y27zF+L9SFCDpMD6fNiYvoHt3s1Br2X/19CjJwww1u3dk95puvGjR8FlZ+ABHsp12SkGbKGKYIMu98EwDMMwPRH/+9pVKzIQXyIjBrCsOEj0dLrLZUhtJV6MkXI3ObUAQPcoR8uiafFnIMFnoiGPwdKLBfTTywKMGxD0BiZLZIBudI4z2V769WBsnlkj+5DKec9Z7LmPza2oHsxvmDVMS6tPIcCdRzneF1gTA3s1ONWRQ2xPXtrRE/q7dcjhdrGdnflTBgEAwMEj+1pyMeWADcxlIKlnRWRFmhjtx33QUQ3T3gsh7MVJNRhH6nbMMYBzkD8B8MK6HcXt3Qc6AgOBvzy6KpDfpqsch47O9MyvO31SHAAAKxcugGMm4oH8PL75xhnFv3OWAYAqezF5SBu879hx9rwh/Y0K5TavKwxIcogGMyb3oep+MQzDMExPJxFP4Iz6tYb1qrsYSctBlh1KqES5T6Pe29j5Is8Bq/TGpMpcUI3OrvdclNNmXCFhSH/ftY+T6h3WJzjn6OzS6zRJZOhGZx3qsdbX5uCQUX2K2wcjBuYPHW+WTsDaySHWLqpDjyff4Ke2JhnzGdaDcvySMCO86zF5589/z48sxEv6KCJnQupXzIM/acpgWP6N02HqsGg62UxysIE5w5AF+yMOotIYeyW+1JA6tkmyTdf8EZ+Im3YFvYqfWrUtsK2eS00PK6FzrX7dThvqV2OAEM25Yp7w+oqDyAqOgb3LJ4RFg7mw4+p3HArXfWBeGXvHMAzDMNVD2LsfMx4l7dVM1XANI4leUcff3cHwipLQyscsUImhalqn59FXtoRnciBRL2Gq9AVWFL2haBIZcQPjYZhkhB5Rzr9RSkPZg8bQkVLzbJagezujHyuwThv4yyVHWPe3IfF6XCUs0bkosZN1CRmYKwXFbNG3GY+J5OGdPszTPepqXNvPwgsEOGdMP2sdSRn/mXiwBnMVkdTL3+VFHD2AXTIPlwRX3dD7EHEfmt+hQJjhNY5Eho2kAvpRcTEw2/J69yalOpcgfFGgBBH0e+FrGsxK+VOmDYnUj3984EjnZU4MwzAM013JilSGR5wl+ChV6j1aLrrz2UnSE5+84tTxhH7lxhci9KY8kI3VZKNz/LSgzI+OcaUvSPj746sJ7WDPH6nlRSUykPS8B7NqdI5ndGyoLQXqo+oUe/nQZpC0OHbIesSrOSmiPM5H92+GtyHB9kzUhkycl3ztNK0fF80bA7NG9i5ue3aecvmojejbBCs27oYvnDG5PA0ysWADczUScbQUR+7CVDYtjwm1ObV9zQM0iXYjnh7ToMx12Ldjb7t1f1JB/lT2l9nA7NJt24DE+7huyzNW0RTzsv71kiPgiVe3OvTEDiVIn3f1ckJAn+Z6ZZ8ukRGFw0K+7DIMwzBMT6US0hgujhpJG0OryWu3pxNLAzmljwzUWqvViE90QnYIKBo9zbbvad8KV9t8/Ks3LQ5vm2jw/tCfnoSvnTNdy6c7NuvGaVxuBelMRHCjs1mDGTdIR+9QUhrMeIwB97rv+ewJTvnDvHwb62q0tCvOmhbYrilKZJQuNtbz/37sGFi1ZXcg7boPHAlD++gykJRDDzOOM9mADczdAOqziDLITWrwXfLWzMaDwOtH3ONzXYLjQgceirUIulwpAcotkeEC5T1iusWWf+N04/13xLj+cMQ4xyAEFige0n7vhElDWvF9Gfm9MAzDMEylSSvAdDm8mjWfgDK+3nkoUT1kZdwX55eWkUMIQDkeugYzrQHq48pzGAoNaF/4928+z2SXU02W2jSkf1XxPr/q7uVwYiGQWqkNmkRGe6eElZt26zsigBqRLR7M2G+sBjPuEs9umhrM1YKnax22unrqsDZNEzlM5gIDO1fXf3Ae9G5iU2YWYaGSbgR1cEDSrI040nAdZNA9oIkvyQpq0KXtGZOWRMa9SzemUm8S2CQyvnrWNGiozRkH57U1uWL54geP5LsYgHL/Yx7XJe/mZPvDMAzDMNUOdfSTBYfdLLzG2XO5+5LWtS3XPZPWR6MoxJK0QI3TSBomNUE8BU4SGSnMf1XHJykBbnthfTANaEH+AACO/97d9MYt2OZa2K6k51aV1GBeeO4MuPmjR1esfQ9vLpuE79uf3nc4vO3wUdDaYDYWzxs/AACC+tuHju4LEwa1moowFYTN/hmmEq/gSmnVmV4WUb+K60HUPAMjQcPAua3ynDPV0bjc2slJ4XK6bPIX75o3Bt41bwypHopGchyclFiQPngfD7LoBcIwDMMw5SI/Xissd7a8FP3GnKx4gZYNv5XIYjHqaaelO2O7lGFGW5JRkagzjOHmVeuQOWXifLiiG6Kjt4s914xB/qje2EQjuIlf3POyVlb3YKbVd8rUwXDb4pLBetzAFi1PEnaJOHVgZZPSYI7yfL5gLl1ruRwk4fw2c0QfmDmijzXPl8+cChcfPRYGtTbGbo9JH/ZgriKS/uqbxldkXYcpWc9jrZzhNZ2WQVFt7T3XPAZdhs93Mh+Wl8y4AfqL1Y+pnWrjDTOHkfMmdf28M2caZPz5fYfD7959WPT6HTyksWNiiQyGYRiGCSeJ12Rg7FhFQyuboYSHDzhVdHkrSlzDI70dHHRsnHIQQ1PAO1pZasNoZwAg/DdLDXBn6g/Zq5mWzVhWRvR3+ta5MwLbWJBy1+carmtMLUvLl5gGcybWu0TjxMmD4NDRfeHTp0wqS3t1NTkYE2InYbIDG5irkHI+kMIMxuaBAq2PYdlML0dTvLtYA+wIZe9csgG27DlAzv/06m3Gfe1d9jd0WhIZLhwZQ7fYW6I0DBH2N2GTyHBhdP9mAADjy2ne+AFwwqRB6D4KRQM24QbEvA/mjc+f10Gt+uCKYRiGYZhoVCKwHwZlCIfbotJ11OgpZNUAnxXJCKr3bfx29KBw5SCOhEQsWzLRsxgDl3sweTAT2zYYoiM7ehE1mDH692qA75w307lNmxEZlRVxbsFObS4Z81mvxuoVEmhtrIPrPzgPxrLRl0Go3ju7B+O9MDIyJikL6suEHtgw4X4gaVigAACAK29eDJccOy6QZjMwd3baO9uZgQv+4RMmwEMrNpPz/+Zdc+Diax8HALvchQnTuXXlrFnDYFifJpgzum+k8j9768HQv8Vs/PUH8AsDy/PpUybBhXNHwYi+zZH6xzAMwzA9FcxIlxXvMMqHZ2pPUWO54zip8iNJd6SUoedRPTfqcWZgCJ0a67bvg40798PAGE4KVBkIDO/a7N7fQWrnriUb6B0jEP3jTdL54n8M8t/l6Lwp5mPNsOY2Vn2agdmhvjfPGQmfu+5Z436qwdi7B9HHRNIazAlJZIQ5UX321EkwTQmQR+WuzxwPzfU1kcoyTFzYwFxFmAZXXrLmbQz2bQz1pZCVL/5xv/B75y4NT5Zaw1KZ3z/0KrSrwskW2kMkMLKguTysT1D76JZPHAOn/eg+Y/6Tpgwu/p2L4o2c0P0nhIDDHKLW/uMDR0JLfenxSJb1iBjkryYnYGQ/Ni4zDMMwTFQyMmRNFHTsn5XBeQZRT021nKmwaU7Y7OWwb9wBKxcuiOGJalYLDjPue3u/etNiQjsAP7truWPv4uPXdg/Pp6US82H1YbUhH8SIP3OjBzPRCm6S+4j6SLl36UbYuS/4YWHp+l3w50dWOdcVxRHJo7SSGfFuTvgpUJeQREYYHz5hQuSyVM/ir541LbHVwmfOGgY/vXM59GuuT6Q+pnphA3OKlC8ir31/tQyuMFzfNbHOecSytYUH820vrIflG3YG9i3fsItcT5gxmjJwS5tXNu0ObE8e0gYDWxtg4879oWWjvL8q5XHiYozOQ+8ozwsZhmEYpnrZtGs/DPDpheJarpWnO3vthrFi4y4Y0z/7H+5dY2+Ucwxp9bSN2I+w2Dmh5RO8p5P3YI6Rj+wtjqfTzOL0NBeO/97dWtoX//Wccz1x7m1bWVzfOzp1Nd1HYfZd88YkVtcn5x8E7z9uPPRqYPNiT6f7/EK6IWH6x87C9zH74wJVqzmpgUJYNUlpnGG1rN+RN67u2t8B839wb2Dfqi17yHWHSWRkgZkj+sCEQb0CaXVEy7HLl+m3Hp6PkttYVx3Le5wkMtjCzDAMwzCRoAeuSm9MNefrdxT6gnkihkk50NLi0JOHGd4lufjax+Gvj62ubGdSJlFjqyUtSZ3oSn30oGoUE5MMbRA1j5F9VEN03CB/WNqDyzcH0t9xxGhDK+lC9eJ2fb5588/DxtBkEueOtTsZVauBuamuBiYPaU2t/lxOsHGZAQA2MFclSS31iPKOz5w3hNIfbWmcy6ly/Prp0WTROOoMkb3ws5OgXUbhUAed4QsOG+lUd12NgEtPmxxIiyR9EcKUoXnNqWqZJHlX2T+x/MGbZ8HFR4+tTIcYhmEYpptA1VjGRlxoPoex7B8eWhmax//uj2OMIw95MjcYzybPrtle6S4kTlqXPg2v2ixBNsA6BMajpFH7ggVyx6U0HFyYEZ5ctVVL++EdS2Hd9r3F7b4tyUsczB7ZJzQP9qzGJS9oZUt15P/1T8ldb9m+zXXFv8slkZE0L37tNLjlE8dWuhtMD4ANzFUM3YsjQt3ENkwD6aS8NMmDm5jlqf342s2L4Zf3vBzYZzMiv+nQEcl0wIEfvnk2Oe+W3QdC8zz95ZOLfwshNK0m//bKhQuM9XQ4GNu9E14tr3DMg/ncQ0bA5W+YWpH+MAzDMEw1EsVbkDrmjDImvPyGF0LzrN22F86+6gH3yh3JSuBCJh5RPkKkfeVRwyrx1+hyX5oOPW0jNX58SD6i0RnXZaa2ay775Kpt1vqM812kzpc36jKNXzE8z17dXFpxu7+jE3570RxDS9H494ePCs1DvQdQo7PNSazwr/935/oLbPF55tZXqQczw5QL/oWkSLm+6CbZTlYGr2ov4hqs1fJx7M7f+t+SwDb21dmjrbHOuC8tRvZrIkedvW3xeuv+acPaoNkX7C4nQLs41OAAXQ4G5pJHMLlIRfEGdtXSX4ZhGIapRpJ4z6bxrn5m9TY0PUl5AaZnUdZbx9EjN2rfbHOmpJBSIjKTeD49DctHTEP7giXm/wl7DmFF97Z3QgcSswdrB5Mr2NveaW8UAF7esBvGDgjKIbqsjk0S1FsZSbQZfb382Pk8ZuIAe/tYoMXCvHccEkjvbQWJR1f+/L7D4eaPHh2pLMNkDTYwdyNMX5qLX+5i1JE2Ye1meYBus5t+99aXyteRAi7G+LcfYX8RHjamX8CAnBNC01KupRqYI3lsZNNie8enjoM/Xnx4cXtIWyMAALx5jpvkCMMwDMMwlaNc497IQdGIYyd/rgwPmVMD9fYUyetbl4NKxOoohzZ4WnVqbcRY4RvnPFCDfeKGaJqxe8+BTphw2f+0dGyO1ac5mpPTnDF9YUz/ZjjPtwq3qa4GfvSW2ZHq83j+q6e6F8I0mJFsdlmPfImknovevFddmbty4QL4xhtnRKpz3vgBMH1479h9Y5gswErcKRL3QZbWoDdLXpZhUlLUvoadKdIA3ZLF1g8Xz9xy8cK6HaR8LfW18KO3zIZP/O1pdH99bQ4xMAfz1OTw71SDWhvQdArY5fr++bNgYIw6k2TCoF6BYId9muvhlW+dUcEeMQzDMAyjUjHHiQiTAH8J8nJx2z5kZ5YdNkxIGX/ukqW5T7mh/AaoHr4oDuc2jftPrZEsfUH2ao5uOMag1udijsdkCKNOTxfMGApCCPje+bPguifWAADA248YDdOH01bHmujVUAuj+zcH5Dj8YB9WZo/oE6vNfL35f5O687x5MSXO0tfPmQ7D+zQF0h649ESycxbDVCPswcxUlLTHuVEGlFfdtRyWrd9Jzl+O5V5hRDW85nICzjl4eHG7r/K1Ww1kIARoHsymVUmqdIaLR4Y3+PIXedOhI+DYgwaS6yg3QoiKeJ0wDMMwDAPw1ZsWw98eWwUAlVsBZRoH2IaKXonHXtkCa7ftDeT/3m1LYdGLZjkz2wg0A8PTzJD1c1Hp7tmM0P57WhTTQEujtZM+uAE32ZZt0hdqxo079weSMLtknKCBAACHf3ORlrY7YvD4EX2btLShvRthRN9m+MPFc0PLf/GMycZ96hzSD7bn9BlDtbSjJ7rNBYttJvQQqC04VnV06VIlKm8/YjScMHlQIG14nyYYXFj5yjDdETYwM06EewqXpRul9pKsrPD+eWXTbrjwVw8H27E01JnQQT95+cnhmQz860PzyHmnDC19gVa/oI4fGNTcqlW8k4XQBwAmD2ZNR5vcw3hlssrp04dUugsMwzAM0y14+68fgSWv66u1vnNL+aXJbLh8eN6wcz+c8L27tfRL/vAEAIQYAQNtkpvsdqjH3oNPRWzSmNO51ElafEqVkEGzJRv4zxRIcH9HUPfYq89frwSprYiNe/p//9DKSOVsQfSOIRh3h/XRDdQe2/aYg8tTn1tjEe1jGy5SoRS8aS8ihc0wDLCBuaqJqluMvdioZfU+0HBdElWK+OqWX2/Xqdki7Z30gkkNwPpZ9aPs9G4Keh6/xaAFfOHcUfC/jx9T3Fa9jHNCwH8+drR1vzrwMC3ziePNW2lPjjT4yYUHwzNfPqXS3WAYhmGYqqdLAlxx4wsAEBxj5ghLj7PszXqgg60WSVGtxuVKyJjQjah5Xit42gM4ftBI+NDIwfaoZanngarzLPW8pvpUmYu498HfH18Tq7wfbEXI2bOHwUXzxmjpZ0zXvY49tu5pt7SRDlQHZs9z+yTF41jFc77qJHgwM0xPhA3MPQDP0Ed5cMddUphVrwlXY6dtfqJWRdFgwli5cEGkciqnTx+ieRo31OE/7c27gsu0VOOwEADThpWCDKjnAdVgNi4HDZ4X27IoE91JcqKuJge9IwbcYBiGYZieiskwgI1ZszJq+Mfja6AjIRe3oixBZo6u+nhh3XbYvtds3EqCq+5aTso395uLYMtusyenR5QhcFSTpKsB9q6XNobWic2PwgLSh6IZa5EsVG1lSgOG+tCSEmD9jn2kfFirquSihOxopmP34uQhbXDFWdO0dNtHPkx+o9RGMs+3Ab3q4fOnlWQ6RvRtBgCAN88ZYSpSzPfU5SfDJceOs+arMQT5YxgmDxuYqxh1oBn2DqrGx2BSQf6K+age0UI3vBb/VvImocE8d0y/yGXra3PkJYHLN+wKbKuDANUIrJ6HnEDKGJ4iXtmfXHgwAABMGtJq6JVORsZTDMMwDMOUEf/73xttXPrPZ9Gl1d4QJYsfo3+8aBn86r5XrHnuWrKhTL1x5++Pra50F2Ljvy0eW7kV3vnbR1Nt77u30uRZNu7cD/cv3xS7vSSHynhwO32fi5bx3G/coaWZDOuRDeNEveVYHswOXtI3PbNO659pnui/P6XUDfKY93PSzBrZBz5/2mQ4LqEYN30KjjTPXXEKDOut6wz3aqg1lk3qKf74l06GDx4/vrjdr6UeVi5cAO84ckxo2b4t9YH3iRfj6OMnTSymeQZmVdKEYZg8bGDOMPqSmqj1BEvaxuGViradNFt3Hwh4KsT5AnzUwjsD2+pEJomX/4h++hfdU6YOJpWtzSEGZl/Cmw4pfbE9TdEBVj2YVWMxVq/6YVr1nlbLel+rVbkNG93jLgxnQK9owRkZhmEYpqfwwPLN8MPblwJA0Lmi0nblsLHKVsQo7h8zvvuax0j1JNEXVz53/bMJ15gu3vHbxuTPrN5Wjq6QoMxLsCzXP7kGPvm3p1PoD5JGzGfyrN+MGJNP/dG9jj2zEydgHtkQjaUZDPL3LA16dksAePG1HUq+fNlte4Lz1HU+2RGvbJKB5DHP3O+dNxM+ePx4+OU7DnWuz3v+3vGpY4tpo/vlvYVbG+ugV6PZmJwU933uBLjvcyc4lxtX0HE+dZo9Pk5jXQ2sXLgAzvdJT7bU18BF88bAXy45wrldhukJsIG5CqEOqNPw6EhrqU7S1a7bvg9mX3mb8Vypx7Fm6x5jXWu37UU9ajyueXClc/8aaoM/PVVmYvrwNrj6nXNIddXmhDa481f3/TfPCuQNtKsG8VPqwWQtZo/sq9Rh0mDO/+udO5fb0bs+lZ48psljl82Huz5zXKW7wTAMwzCZh7xSrfhvdX+qDqycs8m2pd+VqmDRi+t1h5oqPTth87d/PbW2LP3A5nyYQddlrO4S44YC+XcexxBNjksktTmRlHmPdbUrz6/druVTz23e+zmY9uf3HU7qC8a0YW3w0BdODKStLsx/I8kYFv6dMAhfoYrVaTuV5x5il7DAGNmvGUYWjNqu5RZfeSq87fBRzmWFEHDFWdNg5og+zmUZpifABuYqJmqQP1rdEcvFHDeofQ6V/bDsR7+yG96fR3/7Lms7HT4h/ySMnmod6kv4nNnDyXXlcgKRyMA7qcpbYBrMwX7pdaiDJ5OBuXRMBWMxmstOtU4OKAxsbYDWRtZkZhiGYRgM3JuwlEoxivjHEWEemYteXO/Qu+xD9cY0keUl4HcuCV6rz173LNyoyBMIkd0VcfpqyMr21GZsDfY1W2c0LyMRPnekBuqjejWb+qI+kyQAjB/US8unyWGAhL5KnJb7lm2Cfz0VDNQ3b/wArd0L5+KB3VUaamtgaO/gitkJA/PG4bBVptijFn38hjyTsfNbX5M3R500pRRc74RJyUh22Giur82kvBLDVDtsYO4GhBnhjJIODsucTGRF99nU66jjNbU+f5yWJIyeHcoXfFVlImzSdNNHji7+vXLTbq1HpuKqp3SYsZgyefv0KQehZb0tbwwVLcifcxGGYRiGYboZ2HhOjSthyqdiGltcfO3jjr2is2nXftjf0Yn3J6Ss67gzqaFTVkyJWD/ec41+rV7fHh5gLSlWbtqdSD1ZGefihlWaUba2JlvmBAmSdPOSjc4Wfepgffhcp7m+VsknobZGn5tj33M+f/1zeqLCZ06ZFJoHAKCpvgYAgtKJnoxFmIohHlDVXgg7F7Yy/uy/fMcceObLp9g7xTBMJqnIG0EI0U8IcbsQYlnh376GfJ1CiKcL/91Y7n52N8oxhok7ULIF17MRNo5w/UKpZg8MLiIe4xVnTi3Vp+xTX8JhX5JnjOhd/PuhFZu1/abSoUH9rK3iDGnLB3FoKQxcinWJYBAEFwMzB/ljGIZhGAAhxGlCiJeEEMuFEJci+xuEEH8r7H9ECDGmAt2sCH4N0xK6Z6CWo0xjDP/Y8e+Pr4EP/vFJh7KWfWFlya3YSVL/tVKkNfc5/nt3xyqfEbuyFaqERD69MvcKdo+69FvLh6UZPJ1VL2SQElRbOxbkT0p9nieBLvex6NNBeb3+SDyXX7xd11RuLMgzvunQ0ipZ76NX2DyZ6sHsTzIFgTfhP031tTnorXh03/vZE+Av72PdY4bJOpX65HgpACySUk4EgEWFbYy9UsrZhf/OKl/3sk3Ud3j1DxPN7NzXAVff+7Jxv7Z8yrF+/+Ag6qDwjJlDjXWoxleHeHj5+oiGec2gHCLVEcXruFh34d/i+MtFgzmGrAbDMAzDdAeEEDUAcBUAnA4AUwHgQiHEVCXbxQCwVUo5AQB+CADfLm8vK8fcsf2QVFH4f+VHEOrY7M4lGyJW5NWX//fRV7bApl37zfmDxSLTDezLVt78y4dg9/6OirSdFc9lD3KQPyT13qUbUe/bpHHxJCalUb2VDWX/rWhhmzyYVakZLJ/Jgxlj/MBe8KHjx1vzzPfJTXi0NNSWOlBgcGsjrdEIYM/gONr4o/o3w5Hj+8fpEsMwZaBSBuazAeDawt/XAsA5FepHqmQ1wIhtUBOq6xyxzXKciW/+d4mWFn0AFywYkMiIWOcgy0tck6ZQtg8Z1cdY9oPHjw81WJfaCW6HSWtQDN2mr97e8i/vnnI1mmP9YRiGYZgexFwAWC6lXCGlPAAAf4X8GNqPf0x9HQCcJLqJsGRQ+ZU2kszSkSfVFbWeR17ZAuf/4qGEajeT1XmMCQlu1//RV7bAA8s3pdafzECSi0DSDJ7AmBFW8+Z1hHLZyMZkKeHSfz6rpe3ch614iNiuBNiy+4CWps7f8OB9+pxIgnTSPFdj6Gj7EdmSSUPyesvLN5akhdT+mqD+rvzVYWVsH62y9OxmGCY6lTIwD5ZSvlb4+3UAGGzI1yiEeFwI8bAQ4hxTZUKISwr5Ht+4cWPSfY1N0uN8Tb4hwwPAan1X2CQyDnR0QdKEeRL/7t1zjWVrhB7kb/zAXmjeMA9mLb+DVdi7z793/iwAABhckM7wbk8Xb6Lu7jXDMAzDMASGA8Bq3/aaQhqaR0rZAQDbAUBz88riWPkuxKPXNKbNgkeyMwl12Rur+cdGrySkAWwjK2Ox1Vv2lK2tK29aXJZ2vPs5K+cY99zNp63fsc+XpvdZiHTkVNQqTcZkLQ0A/vf861rah/4UlKihy2bgGdV0KaUW6wYAoL1TnTcSLeUWFr+2w60AANQVjM6mOWIS+G0eVfjEZhgmAVIzMAsh7hBCPI/8F/C8kPk3g+mxOlpKOQcA3goAPxJCoOtBpJRXSynnSCnnDByYftTRasF0Uikv1FLkYMc2HV+QkT2ipVc+xOO6sLujy+3LsIp/4JTEMrBwaYrg/sY68081J/SPGGcfPAzNa9J2vuCwfATihjpcR5mCl3VAr/pA2WKQP98hjB/YAt9443RCnTw8YRiGYZi4ZHGs/O5rHnMu4zc0h2mAVppyGsWzYqhMg+O/dzc8uWpraL4kzsFvH3glfiU+zvzp/dChGRhp86uv/+dFWLZ+ZyE/7V6KqoVs82Dec6AzkKYakycNboUde6N5B7vgIl+Bpb2oGGXpQf6QNCQ9L32hpukazF1deFkXI/0dLwY/zv35fYeTy67YqAdHDQMN8hd2TyL7sSNsa6pFUhmGqVZSMzBLKedLKacj/90AAOuFEEMBAAr/oqJkUsq1hX9XAMDdAHBwWv1Nk7QDH1AHsGou7MWq1hXW9bQkNZLm5mdfg7f/5pHitmsAiM6ED0Q9z+qARDU411oiJWAveNM9YZLO8DSt1C/vFAdm7/4WxW0IbHsDJn/biz59PLzt8NHF7ds+eSxc/8EjS3WGN8swDMMw3Z21ADDStz2ikIbmEULUAkBvANCj/1Y51fK92d/POH0O1EMY51Pbem7t9og9qiyvbEzfY9sjyXnbc2u3w0aCXvbl/34etitBK7fsPgDv+u2jxjJJ9tNkRN3X3qmkSc3RZsnrO2HuNxcF0s6ahTu6xEEC4jWMLSpFj0Vq8yVT8D6suideDX7gMOlBYxIZDbVB5x3csK2fVxuqRMa88QO0PLd+4lgY1luXZ6xD5DPCoH7MEyH7mwsB4Yf6+nXdB+bBV8+app0nhmGqk0pJZNwIAO8q/P0uALhBzSCE6CuEaCj8PQAAjgKA8qxbSoi4ngvO3sDqkqVYrUcj6mDadYgUpZ0HX95svSY2/bC0I2l7A5I3Hpxf+appMguAL54xGS/rcDK8ameP7AMApXu0ZATO758/ZTC5bu/MeAM3VXPZq9v2pfugwa1w6OhSsB7VSM0wDMMwPZDHAGCiEGKsEKIeAC6A/Bjaj39MfR4A3CnT9mzICNhRUoZEWTs7aXUHq/fdv3sM/vPsa8gepHyCHYurdUy6rhHOJDY2VY/76dXbnOu11Qegj2/vemkj/OD2l/SyxTrSvmnprruUOdEp03T1yxs/cpRL68Tu6FcdvQ8k5mhFawOkhJde36mVxbLqBnl9fimlXrZLul3jC+eO0tIWnjsjsD1pSCucMFkP9ofpM0cBNTqHfGDrVQg0+M03lvo6ZkALvGvemET6xDBM5amUgXkhAJwshFgGAPML2yCEmCOE+HUhzxQAeFwI8QwA3AUAC6WUVWVgTpyYY4tKjqdN78yoBsSl63fB1292vx1sg0//gEntF3UwTqbQwMdOmggAJUNuyRirZBfC+GWX4mW8YOZQryIA8OlveUbgLq+ufEK/ljpy3cU+Al6XVPZTKF4ntjAzDMMwPZSCpvJHAOBWAHgRAP4upXxBCHGlEOKsQrbfAEB/IcRyAPgUAFxamd4mw6Qv3QKvbta9VVFvuQqPEcLsQWr3hIhqBHXMH7JfXSKvGsXS4G2/fiQ8kwXKORAgSLq9YahlzrnqgQi12PvgHY//uDA/l3J9DDF5MO/c16GlUQzMnqOKnxnDexvz3754vZamGmaxdl0kLfR8xPoMbWP5tu7WpULUslh9+bTQJopMGKTrKDcgcooDejVoaXU17g/OMG/lUhpNgzmKFzXDMNVBRX7dUsrNUsqTpJQTC1IaWwrpj0sp31v4+0Ep5Qwp5azCv7+pRF/jkFbwPYrUhbW85YlP1TQmt+WW3Ylf3/9KePsOHfC/7DfsDF/OlgT1hZd8SU4i/6+TVzJiBVaLtzXWBdop5iu2GzToev2gaL6p94TmsVysK7Qqrc6qDOrDMAzDMAkhpfyvlPIgKeV4KeU3CmlfllLeWPh7n5TyfCnlBCnl3IKsXFWjLkcHoGvQFoOnEcfGadrvqOMe6kiHWp93TM+u3gZ7DnQY93tMvvwW2HtANzKr59C20i9tEBnjRMBOadLewnHqK9dHFJM3r2qMpEo5NNbVwJsOGRFIs/2Gr3lwpZZ25s/uD21HAsDr2/eF55NIAHdDfVjZ1Vv3aBm1jxlSwswRQSP63S9tQD2Yu5T7WUqp3SdNdWbJCOxUYnPHExEP5ijG3UakL+j1FCH7GYbp9vDnozJQqQes6f1PCvJXYRVctfUnV21Do41HZdueA9qLvCNpoWULml6xZ4u1XBzTbeRye5nylryMVckMeuVCM0572+51DW7La3MNRbTDGIZhGIZhKPg/VFdaOcRpJVcCXf3HE2vgk397mpR35z7d81Ltw/gv/hfa07L0hrDoRd3DNQwBWV4IR/1gUjkwYzLVmxcA4M1zRoTmieJ84qdLSjhLMUTjhmPiBycptXtcSgl/fXS1Vh9W59gBLYHtp1Ztg07NW1kP/IdJbiy+8lRYuXABDGnT50L4ig7ayVT1mymM7NfsXCaLq04YhkkfNjBXIeoLKMzLUyj/2vO6PfnjDoBNxX9+98tw79KNgTQs2nhoEELD/pN/eC/86ZFVgbQDZRg0j+zXBAAArQWPYtWw64EH7sNRA/NR0AZFRc/p4HakujQNZqVuAm86ZDj88h2HwjuOGE0vxDAMwzBM1RNnpZ3KLS+8rumnpmnk8I87k1qFRanlz4+sgkuvf1ZLf2rVtkT64FEpA/P+jvB2k7quSX+GiKoVXk6o0hBSAh5YD+Hwcf1h0uBWax4X5xMJUpurSalLS5ikLyiB7CXkf0tq2qQhweOQqAezfu9ccuw46EKs9FrbUpFqFKW5oBqXxwSWDTu9SclTHDVBDyzIMAzDBuZqIuT9Ummv4zhgg4F3WiInR8U/uPjurcFgGne/tFHNnjhfO3s6AACMGxj8wh1noEkbnOEGZW/wonoZe7lJY5pi1YWyBskMFz8MIQScOm0IKv/BMAzDMEzPImQ1tpbPG+91dkk49Uf3ptcxC+U2Iv71sdVaWpyZAVa2UtJlZ8wYGppHQAS9aiR/loJAlmsVLDaHzEs56DrIq7bs0fKaOHOW/bq5rCqQEuCdvwnODdF+Y2XxGtGkAx26ERuTmtCLSu3eueaBldrHEVyDWQZkM/y7azHNZOS+wOaD2O+1ralWry8CmA40wzAMG5gzDF0/LprOXDkHUKY+VtJ8uH2vvhwwaQa1BoMr1Nfmf3KqRIaH9ZIYBpkuEdNL2oTedp6il3HO2/Z0lMPrVvtRMk7nE7ylXVOHtdErYxiGYRimR2IzYlJX7VWKNOyBcYyMuMYwrWxUSZHlG3aGZ3Kku/kb2A4njvxBVMwezHrapt3JxalxucMkACxRViOgNmI0TeoazBJg067gsUiQmscwbhDG21Xnuzv3d8Av7nlZ64ta3/INu4zSI5gHM3Y3UH8jad5L/prbmvKrdd9z1FgtXzU7xTEMY4cNzNWE8iyO6kWAvVe+c8sSYheq+4VQ7v7//O2HoOnqNShuSmWbAEVOQ9V6VlG9jL1Nine0ekZV4/SskX3ghg8fBR8/aWJoXQzDMAzD9BwwIyburUzUrCWMW9Zs3QsPr9hMqq9S+A8jjjmIbEsiBxAMH0fP/0HeY7zSmtdRSXqugN7P2NidKHHgCuVoTEZZzegpAcYpOsM21ON84NITQ9s1gd1PWMBBkze2ng/gR3cs1dJVj+F8AD69PrU/pkN5ds12LZ/a76Xrd8EbfooHNazL0cw1VMOxiyxJHDyD95Hj+5elPYZhsgEbmKsQ19cCxXP5/+5+uZC3OgeDJrKmcaYrVehLpABoS0HfdWRenxhbOWXClFWVxKAG8ADwe0er26XWZo3sQ9YQYxiGYRimZ1ApG+QFVz9c9jYjew66yj74/iYbkwwGOC2tQtcrifE81YAb5xjjGNUraY83zf8wKQdMw/eX7ziU1M7wPk1w7EEDg3USD5xqTDZNZTHnGzWOjZS4x/DGnbqnM2Z0poAZp21Q71tUIgPNR27amczNuxmGKTtsYK5iqMZglyB/vsojEXVw9LsHVqIRrJNe7Fgp7TiPkp+wolcsgttYP4+fFByQlWQt3I/JG9gUZS0UDWYPymRINYorh8QwDMMwDINCHTZ2hzFFuQ7Bf05tOtVRcHFASJK0vC6TnhfEOT2uHsx0reFwcA9mWiC7lQsXwKnThkC/lnpSW/cvC8a82ddOjBpIlcOg1QZSSm0OJQEPBnjNgytD2/32LUtg8bodoe3e/dIGp8Dy1HuKOh0slwczRqXn4QzDpA8bmHsgi1/bAa9v34fu8x78R3xrETy/trSkp7NLQif26TghfnP/K/CVG15A9sRrc902/DgrhSpVoWohe2Dv/hF9mwPbJSkKuhG4tB1sxwvikQvpF1q3qu/s0C+GYRiGYXou1SqjQIGsThGSMZ5ERvTSlEuzr70zcv1Jg3ojhxZKtg9Ur2/U8I/UUUmDnARdIsPmfUvtqTqdpDvZI9IXWD6DIVr9LUjQja1SAvz1sVVau8P7NAXS1m3bi7b9p0dWIalBduzrgLf+6pHQfP72KVANx2lOz8LuV17NyjDdHzYwZ5iwgR32hZXCi6/tgCO+tciap0sC/N/dy4t1vr5jHxz33btC647z0tq0+4BzmbBD/u6tL0XrDJFfGDSWPSYMbA1smyQwSp7E9LaLHsyEc64ZthWjcFdxv2okpveH7ckMwzAMw7hA9mCm5nMci5TbwG0yfpUT7BShXSB4h06+/Jb4HfJxxY0vRL4mUQJAoucixvWgOuNQ79NKjq2l1I3Bt7zwOvzhoVfR/NSPGWfNGhbYfnr1NnJ/VLqQ840bonFd5lrNg1lqXshSApx7yPBAGrXP5YR8T6X40cLfB+x6fee8mXDRvDEwb/yA1PrAMExlYQNzFRFVH1kq/6rpJtQX0Jqte6MPuso0eE7TyxqjpaHWur93cx2abnq5Fw3QhLZNshY2TO2qgflcgvzp/fLKOhdlGIZhGIYBgGr4cJ3emNM/3o7jhUyMD+akH5sm1zy4Ejbu2q+lY+cAM0SrSVHOXJx4NJiECPWc2YJ2p/0hxCQ1gR3PL+9dgdZBvU1vfGZdYPvB5ZtI5ejSF7Q0AICX1u8MLwv6fXTUhAGwfMMuaz9Ur+eo4B7w+smmztmozwQXGmrzlV559jRrvsFtjXDFWdPYk5lhujFsYE6RtMYCZRtwp9jOP59cow2Wkmiuo8wG5sdWbnXKr90TpmVmhJPRqchaBMvry8AoeIOTosHZkO/375kLt37iWLTusLIMwzAMwzAABuOJEpcin2bOF0xLqmfRyNrYhxr4CzWMOgRQS5KOTr2RJDyN8fsl2SuGObpg57HS96mKycPXxbBNtRmeMzvowfyTO5eTylE+KADQtaklSFi3ba+WT702WBuNdTXwxKv2OeDIfgkZmIn56EH+zBfqPUeNDWwfNqYvzBjeO5B2+Nh+Wrn6QuDHQW2NlK4yDNONsbtfMomQ9BjCeUAVsR9h+Vdv2QMDWxsca83zqb8/o33ZxQcmbr0utwezlBKmD2+D59fml1Mt/8bpMOGy/wEAwClTB+v5C//qGszud0lJIsNFxwLvhzexUK+BqWp/BGipGJRLchwZGz0zDMMwDJMpUOObJX+coUU1qT0nNYSiVkPWskUNkTLRMR/WlyiSEmqfyiKRQTSC2sb9/j3lGkubrrXLtIo6H+nVGM38gPXFdD9S0kACHD9pECxdv8ufET5w3Hj4qc/oLUFqN+DXbl4MjXV2P72HV2yx7rexYOZQX5eoGsx6Gu7pjJdfuXCBlvaPD8zT0v703sOdHLp4NsgwPQv2YK4ishZ59Zjv6JrM3jvwX0+thU/+7Wlr+d0HOgLb+CDKbZTnD0xYDs6ePQz6NpeiJtfW5Hz7hmv51UGCSRuZgkswPT0KdDBBNVaXdtPrLnockUsyDMMwDNOTiSMfgObrhqMPVxtjFAMl1YhVKQ1p7Lq6Nks1XMc5nE7E+5paH+qlX9yX7n1t+sCAebaboHrQRv2NmrysSWloffpcRQLAIMV5Skp8TrOvvcvQ0/gM6+3uCWy7R8YOaPHnjNCjErU1OWisq4lVB8Mw3Rc2MHcjkh7fRTFc+vnXU2sT7E0etUt/e2x1YPvKmxcn3qaNtdv2wf0G7TDsC3HJcxj3qpBaihmT1zGGqu2s9qNLMVaXgv6F1621VYogyDAMwzAMkxjlDohXapdogLXsi2sjjFIc9dpF9Yz1fGTNW6celVim6N/aQA3BqtReyAnCPZhp2s5UMM9OtD5h7lMlkFLC8g369egKsaFOG9ZW/Dv1wIXIaaQawMmG6ISfL//+8FGkfH+4eK5Rs9n2YeTUaaXVsrhkYv5fTyPZlC8NziwEc5w0pDUkJ8Mw3Qk2MJeBqO+qpN5xUesR4B7owjRomPvNRfCMEnGXsnRNRX3x/2TRMnrnIHnNs+F9mmD2yD7ObZUMvXaPZhtRJDJMHw30wHye8TqfcPNHj4afXngwWtYbtIwZ0Owr2T29iBiGYRiGSY5KGYzjEsUIGXVc5FrK3zPqEBE3ttG8caMaZE/+4b1oOlXKIgmSnhfgGsxIu2iaxYU5ZSQA/Pe514NpUoYacIOSJLS2ErQvk6VdfvfAK0hZurxGlPvk/ENHGOeIKsdMHAgPXHpicZvqsd6nqbSKNke0HHtzu1H9mkn5KZwweRAAlLSYAQDOOXg4rPjmGTAywXYYhsk+bGBOkUpL0GLLfgLbDoOGyH3wVfLtW5YE9qmG0XKcryQmMl9aMKX4d1tTLfRpqjPkpK+7E4phl2Rs18paWg457tOmDwGAkqxH0YO5sH/68N7FL9Eqg9oa4VfvnAP/99ZDA21xgGCGYRiGYWxQA6BRhxTlGntXwjCeZpNUhxKq0TlpkpaysBHHiE7VYKZSrqG0lAB/fmSVlubSd8xAjqZF/JFSPY6veXCllvYn5dhMZQFAu9k27TpA6B3Ax06cENiuKzjgeEHRI0OVESJWV5RDTPAX9N3zZ8L9nz9Bk86gGr0Zhuk+sIE5RSrtlVHu5j/6l6f0PvhOwoqNuwP7sGGITvZeTBcfPbb4d04I40AJl8jwpCgK20aDM10iw2Wgptixi9vjB/aClQsXFJcxlfSdafWePHUw9G6uU/pF7hbDMAzDMD0Q21g5MI7I2JgiyTF2qLRDjAEV1s8uVMaBVpbqMWpLjwZN1iN+rfGkEzANZrRdJW5JPo3WhmufqPlqa4Id6EI0mJ//6qmBbb8BucZiTBzZD5d/cAE3iOppv0W8lQEA1m7bG1IST8MM1hifOmVSYLu2cD7iSkTQNbzN599/GYsB3hOUkG6orYERfdlTmWEYNjCXhUqPiYXyLxUX6QUAgJueWWfdP298f2v91WKQ9L/Ac8K84BE7f6o8saqFHGWw7NV100eOhn99SI/262+ntG03An/5zGlw3EEDYd74Ac79YYkMhmEYhmEo4PIBNE9IjDhyEk7lDAO2NEY+cerEyvoDUntQDcdYmksgOAqoB3tqGhlIWgw9asyDGStN98h3O/Dol0IGdHrzKbpERq+GWrjxI7iusK2nZ8wYGrVjRZDvImgalcde2aKlmQL6/ePxNaQ67/7M8YG6ohJ21bH9VGfhaplvMwxTnbCBuQcQR4PZuS2rJ4rdoIy1d/vi9RF6YWZveycp35/eezgpX06YX9Q5y6/LqIXs7ac0rug1zxjRGw4e1TdYT9FTOmhQ7tuc1+xqqa9Fqx47oAWufc9caKp3jxJ89uxhsGDGUPj0KQc5l2UYhmEYhqFQSTtJkibVMENU0gYhrD5ysLQyrI+0xMRLvC9tITxmAABeOUlEQVRJO0OgGswxJA7KKZGhyhtIiRtwZ47og1cSwcB56Oi+tEIA8NdHdZmLzUT5Coyf3bUcXli3I5BmulSq97OJMQNain+3NupzrGG9G2HhuTPCK/KdI6o8ize3nDmitzWf5wCV9IchhmEYADYwZxrTC8X0OtCiKcdsn/LV3GVwp35ZFYpxFmvuF/e8TK4/SaiGVWGRyCCdv1BNZjNFKQrLlVb3ePVetmAKfO2c6XD8pIHhDTnSXF8LV73tEBjU1ph43QzDMAzDdB+wsa7NgzVNOQkXsmybCSiLEM8HLpFBc+VN+lxQq1PbTeraU4O/YWBGO6oUQ1k9txUkAOLB7Bavx9pVQzWnTB1M6R4AAPz0zuVa2oW/ephcHmPN1j2B7fuXbYStu6Mbrf2cc/BwLe1Lb5gKF8wdBY11dhOMf27XXHAGGtHXLjOCfqBAEj0pE/V6MwzDJAE/WboBqzbvgU279hv3v7JpN4y59D/O9QqhD95cvSz8gz3dY1kENaEIJvFyeE4AANQQR3Q5ATDL8KWYqusGoHsaUyjKbSAN5QTA+IEt8IM3z87nVfY319fCO44YXbaJGMMwDMMwjEqG7bRWJEh3w2rkIZeIV5xEdF2IpD0hsbEwRbYvqfND1aPG6EA0mMkezJZjjHpsUkpY8voOQr68jq6aGLbyM1TKATOa+0qdNAU3MEeZt0Zh5eaggfmulzbC929fGlpuQK/60DyYJrWXtuRrpxN7CNCr4An9zTfqns/4xxD8b49BrQ3w2VMnwe/fQ1utyzAM4wIbmKuQoqZy4Y8d+zpgztfv0PLFHe4lPZBVDcjqS5Fi67zthWQlM0xQ9adzQsBbDx9NrkOVwFDPwadPmQTjBrTAYWP7hbZd1FFG9gkhYNGnj9e+nrMuMsMwDMMwWcFmfAs6IdAop6RAd4IcMI6YFodynluq4wq1T7gHs9kjOlxrVw8G6IKUABf97jFCPgkNilftrS+sh3f85tGQDpaOYGjvvIftR0+cQO5fFCm+LHDv504IbH9i/kQtD/VZhElpYNPQOp92ehxvdyEEfPiECTCqPwflYxgmedjAXMXEHYBpgd9UiY0ERun+OlVNYjV6rRAAt77wurW+HxC+KifB2m2lL9pvPXyUMZ97kD8luF4x6F8+Yfrw3nDnZ46HtsY6AACYNqzN2LbNg9mUl2EYhmEYJjOU05hYpWMh1/F4lMPEtHbpgf8qc2Jdm0Wzx/BWxuggajBT24g7FyPLjYAumfDS+p1ObeUK3rmHhOgq+4+pb3OdUxtR+P75sxKt7wPHjYfm+lpYuXBBMQ2b82Ee6djl/Oypk5z7MHFwKwAAzBmtOyT5P2jwQlWGYcoNHuGLyTRpDeOkVLW0kn0rqS9a9Su/AAHPrtmeaJtRWbttX/Hv8QN7GfPZNKSxaL6+V76xHj/Xf3Ae7D2AL08z1WXLywMNhmEYhmGyAubdSdUSRSmXZq1R8ix5mYNyQPbkxbxxk+4L2Zs6nRkRZjCnttWpes9AvCB/caEa/6UEqFclMhTOnDVMS6P22d8Lf5lmQ7DxqHz+tMnw7VuWBNKmWpx1ooDpJ9cT9Yyx5wMmpYGXLf19yKi+8OClJ8LQ3qV4N6P75wMMvu+YccW0Mf1bYOKgXvCVs6aS2mAYhokLezBXEyHvH3UI4TpQ6ZJBPTnV4xht00GjWe1Pp5TBCUOGRt5zfF/fz0IGVB7+L9Za9zEDs+J1HDbsa6yrgb4tuM6XVxdlXOIdz5j+LSE5GYZhGIZhygM2bqQG9KskSRo30zxOsgGQGLyPmlYO9CB/EeqgphGPEdVgTtpN2gG6B7OE+hr7xG/ykFYtLSzIX6yPRRF4/7HjtLT+hnlUVLA4Peceogf0o54PDEq+YX2aAgbr3k11sHLhAjh7dqkvjXU1cPunjoN54wcQW2YYhokHG5gzTNigIOkXdKc2esI0hN1GRLYgfzv2tsP6HaXghJWcR1xxZvDL7iTfIErVJPOTE6Xj8ozNU4a2Bbb9zCwEBHzLnJEAAHDa9CEAAHDcQQOd+1yS2wg/c+88cjTc89njYdbIPs7tMAzDMAzDpAFZKsDTorUYpNOE6lCRhlxE8jFRdHAZB6K3csKHTPemTqCthPuuz6Xo5xa7MHGDcbsc34i+Tc71o73ztenNOw4bEx5bJglyiNfNgF4NibZRU6O3EWac9wgLemjLxzAMUw2wgbmaSEJrzJYf8QRwDpBteSGqBteXN+xSylbubapGMW6sKy0Ta2usM3oJ+4/J+7tXQ422z2NYnyZYuXABzJ+ab++QUX1h5cIFRaO0C+84Mh9ccFbBaG1DCFFcOsUwDMMwDJMF4hhkcWONa/vR2q5SOWcjWHA6KnG8uVE5iso5/Jrbpwb50xUyYhF3ZkS+rhJgiE9ugUrY3O2Icf3hqctPhpOnluZZac/3nv/qqYHtXE7AB48fH0hTHYtcqKMs8XUg7HR4cXnqEMM2wzBM1mADcxUT96v7nK/fEdjuVAJTpO0x0a60196R7KjsR2+ZTc5b63tpD2rVv3SbBkOYBrN3WGnby4+fNAhWLlwAg9rcB4QMwzAMwzDZxOzRlxXPviiG8XL1PaA+F6NNakA/LEAgAM0oTDUm44bo+PMW3Es7ugZzB1GDGfXE947AEt9F7RUtTW0b90yPcv4oMn0mqT/PuWbZN04PreOX7ziU3KdeDbqu87kHByUsTPcshSiaydY0rKwv9bvnzYTLzpgCh4yyB09kGIbJAmxgriZiDkwXvbjBul8LumfREC5uh7TpH8SoRlrVoNxUbw8u4YpNO1nFH2TCxSNGIB7M3nkkjj8YhmEYhmF6JEnLHKThHWkyyJWLSkiAANC1iON4oVONydSyzu1THXypHswOQfVU0rjOJuO2eo4p3Q7rH7X/XrazZ+fnaXU1OThyXP/i/ps/erRWZiqy0tMWWO+NikF54uBW+PnbDiluD0fkQOaOpcl4HOHrqwcqc0FMw/Cfy74t9fC+Y8dVdKUvwzAMFTYwl4Gk3wfPrN4Gr2/f51zulhdet+7vksG+5oTQoiG/prSrej3beHr1tsB2h1IWk5SIA6bDZaLV97Ube/lHG8SmMxCYMTxcEoNhGIZhGCbrUA13lTStJBnYLkpdVKNUsT6n3F6ZZI3E5LJE4z3F2J2YAS6GRAc5yB+Roud+xPImHe0/Pvyqli809g+xF1GO17+SdDoyzxnZr1lLu+HDRxnr84zXfvyB7k6dNkTb/+grW2DBzKFaeoviADWqv94XXD8b6Rgx37mHjEAKMwzDZB82MGcY04Bz2YZdcPIP7tFeSHElM55bsx32HOgM1Df/B/cG8sz/wT2B7a4u+xfw3b76VAPzgc6g8TpuRO5LkMjBVPzGaMwubfOm8AZcXrk0o2nf97kT4K+XHJFeAwzDMAzDMGUCG/vFsRN6RZP0WXAJbFetXoaYvwhZHznGuJfuJU0r7DeCUi4F3ZhNO0jM8YbqHS6Qna4fF3bt7wxsmzzO73ppY2g+rX9IV6YNi+704m+zNsKyz3EDzbFlMBkLQbB6XPXWQ7S0hW+aGZDdQO3GsZ5ZeuGxAzhuDsMw1QkbmKuUnfs7QvO4Dvh+fs/ywDYWCVll2972wPae9k5DTp2+zXWBbdVY7cpHT5ygpR0zcQCS0w42OaD0zCsni9vOTYcysl8ztCDaYgzDMAzDMFUHaiREIA6qymXfjesU4ULSx4RL4FENo8l66OJTDZrZN4m+JB1kEJs7xTFYu177c656ILxt0FeRmnrzb4OXcFtjfi7ysZMmavvCjOIDC7Fu+rWU5oGqQXjlwgVw3qFBL975UwYFtutrcvDS109D28BWxdYQT+Z1Hziy+Pclx46DM2cNCwQOjBNctDo/PzEMw9BhA3MZSNOj1cS6bXudyzywfHNgm2LwPeF7dwe2L//38+T21GVk6mDHldbGOpgwqBc5/z8/NI+c91tvnAEAAJOHtBrzlDwPZHCbYRiGYRiG0aCO/LAxlTe+DgRcLuRMcuxtMkK6NuHqjVpOYp2uWB7M0b2kk5AWoXadej/hHsw0o3Mcw6UJkyFbX4Gq5xvY2gCzR/ax9gUz2oYZ+d991Fj44VtmwfmHjizVg3gcX/fEmsD29988G1ob/TFzBDTU1sAP3jxLK4udS6oU45wxJS3mdxwxmlQGc04ifxzI7mOBYRjGGTYwd1PmLbwzdh0u+spRaFcNzIhumStnK4H9bEsVG2vpQQUnF4JLNCABJbyBlNdUyYM5n/Crd86BGz9i1gljGIZhGIbpiZA1mFHtUlejTrRxJlVGISrlVtWII3OB5YszXYjjLazmS06COXqnUANzzP7EqQOXPqFJeTx22fzANur57usZ9fTX5AS88eARAXnC2ly4SaJ3Ux184fQpWjrWL8zwrSap3tmqh7SJOB+KqlVCh2EYhgobmBkjKduXoV3RYFa3o6C+t22vcVP0Yezd70WFtg0MihIZnkdNIf3kqYNh5og+lp4wDMMwDMP0POLIK2CyrWkYcEw6tqEofXHpWkBL2LG8CPxNbTS6VEQ55ELiyEy4VkyVBsHAVmNSDfrFa5XkLWw4FlXKQ0JprkMB+5196IQJ0FCbg4NH9nXtJRqYfUCveqRdveydSzYi+fSMqgfzkLbGwPZXzpxGai9piQw2OTMM051gA3MZiDzWdR03JTy+u/7JNeGZYtDRFTQoL1qyIXad6oDCv7nka0GdLswbGQCgsU73bPYGsXgAQGVb8WhmGIZhGIZhdFBDG+Z9WDDDhI2tXIdeFMMhrvWbLkkZbaljUdTTFTU60wyoVJKSw4jcPvE8Uz8y4PKCtDSql74LJgkSte83Pb0ukPPQ0e5G4sPG9IOXvn469G3RDcNh3I3MAd9y2EgtDZuHbdtzgNSGeiqH9G6EWz5xTHG7P2LQjgN1hQV7NTMM051gA3MV4f76qYD4swMHOuL1b+XCBfCh48cH0l7fvi+w7T9nquG4riZ4+//kwoMBAGBo7+AXbYDSwNsWANAb9JQ8mHnAwDAMwzAMUy7SsNVgesuViK+SZptkQy9WNka7mNcsNXif6zWhejzHOUY0yJ+lsH9ekcaswdS2KpHxz6fWwv+ee624PX/KYK1MmvMaLHg91h42D6tFrM7Uaz15SJu1PSpUr2b0mCK3yjAMkz3YwFwlbNixL+PmYndcJTF+9JbZWtokJejegF4NgW3bV2E1oIQXERk1IhdOPvbl3CSfwR+kGYZhGIZhzKDBztB8VI/P2F0iYfJ8TaN5Vw/HKPMFaiC6yHIhpnaJbaBl1RWEEfpBPR6q5zZVg9m1q7YglzZMbWOO1g++XAr2vuT1HXofCKs4o3L+oSNI7aGBBgn6zaayoWWoXsgJG6cZhmGqFTYwVwlzv7lIS3t69bbydyRBbnxmnXX/fZ87IfDSPXv2MHPmAk31wVsaMwh71NUEd9qMyLZBq1quEl4tDMMwDMMw1QbZq1QG/zVRttVjhn5kdQjoH0/jwdqQNPRkJy2REV2zOAkZkaQ9t7GA5bb6wu7/uMZH/MNB+Jm74Wn7HC1pqMZkVUcZAKAmIWtGHG1lan2j+zdracdMHFj8+6tnTYPpw9u0PAzDMNUCG5irmC/9+/lKdyFVRvZrho+dOLG4LYTQdJPDvTrw/W+ZM1LzYPY8kbHBizcQwyYu0rc3kJe/SDMMwzAMwxix29dKAymqKTEtiQwtLeX6yw0uVUHD1H/KxwPccEvsixYDxf6BIY7WLfUaUQPlodnSCFBpajvCTZemVjB63Yjew+p8DiC53yc5sCaxXyP76Qbmga2l1bfvmjcGbv7oMVoehmGYaoENzCmS9ICR7ZUAF84dZd1P9VwZ3NagaTB7y8WsgfzwdZtKXunUF4ZhGIZhGCYPbkykDaq9kVeStjBToDRXhKGuchDaX6onb8KexPQgf/E1mAlDeHP7xICHqEQGUWc6DUwG7wx804gE5gSEpWEkZSCnzu8GteoxfRiGYbo7bGDOMK6DD5f8z3zlFNfuVAR1LLBLCQKhvuLV/MaxhBDagKTLakU27/FKaUH+2L7MMAzDMAxjJKoxEYDu9RiXpIyqJgNXWJe9/WRvSoc+eVDNkEnoCRMaphVFPJht4BrCROMv0Yu9I4YGMx4ULh5LX99F6g+F4X3KazBFzweSiAX5i9QeUVsZy0c1cjMMw3R32MCcIkm/a1wHBLYBX++mOvjUyQcVt684c2pg/8h+TY6txee7583UJTCUF/t1T6wJ7g85x6YxhwB96ZJVg9ly9ktB/pQ2eKzBMAzDMAxjxG6oLe1DDXIJa6a6kLasRblXwdE9iZG0OO3G8A5Xy0oZVBdW91PPKVmDGUnsQj2YafWlMW94+28eQfojI92/p04bUvx7aO+8sTmXonEXA9dgTibIH9WYjNVTX8smFYZhGAA2MHcrNuzc75TfPya46Kix8OKVpxW3V2/Zm1S3SJw+fQicP2ekJlsR6tWhvOZV75DDxvRDy+WEQAzJ4aMtWwRlry+VWv7IMAzDMAxTTdADquEf853qjTg8MwV4K5d2cjkcFqgazFSpCCp0OQpaWZf9+bZoUA+xk+gRXZTT811c3MBZHl1mlWMmDrD25ffvmQs/vmA29G6qS6RPcQzMSXkwY7CvEMMwjBtsYK4iwl5yp/zw3sD2ycq2yp4DnYHtpvoaa/4BvepDehCdu17aAADgPFBRxxnDegeXb73pkBFouZxwXKpoGY0N6NUAg9sa4IqzpuWzKgZnhmEYhmEYRoesgZuWMZdihMSMhoYOJTXyK7ezQpzrgDjtko3OcTSQKeUC2GKshPUJlQuhaTDHuZRpzCSkDD+fZ84cZt0/qK0Rzp49PMluaaDew1gwvRrzWZo7Fnc0oraH5+P5HcMwjAk2MGeU2xevT72Nq+9dYd0/f8rgwPZ9nzsx0fbffdSY4t/72rsAAJGZCKlD/Wh92vQhgW3TGMDmiYxRUmfWC9bX5uCRL84vtq1qMjMMwzAMwzBUiBrM5ZFgTl53OGVC4/mRda/J/r2kNjBMQego9YUfpyqRgeYKLWdsH0mLpcFcpnnD9j3tge1PnXwQLPnaafDsFaX4PIc5GGbLCTa3qkFOXJrnV5VYZBiGYUqwgTlFtOATDqPR9/3+8dQHr9ggyOOdR46Gy98wJZAW5uHsypcWTNXSwnSM1e0xA1qU/dEjCduMyKb2MQa3NQAAQENtsueLYRiGYRimO0H2dK2gQZesCawP/BNpP86KOG+86x+/miQ/tLQYuswYZMMtrTqtPk2TWclPllchpmFgHsxJBYlMim17DwS2//bYamisq4G2xmTkLpKCKhkyYVCvhNqjJjIMwzAmaivdgZ5AUl9Mkx6KHDNxANy3bBO6r7GuBkb0bdbSP3vqJPjurS/FbrutsTbwBfjio8cCQLimcn1NDvZ3dBW3Jw9pi9S+7Zq4ejer/OzCQ+DupRtgVH/9/DEMwzAMwzB57IZN4ctXSQszkiQBzv2/BwJpFr8Nc9WGAeZVd73sXhm5TVo/yPrIWBuGdtUxNlXTmWLYjmLfpxvRaRcXNTDH8PC2zVfUKqh9HNK7MdA+5kWeVbsqpsHctyUv4fiGmUOtZcOckLD9UT7u/OZdc7S0By89EXbv7wik3fbJY2GjY/wkhmGYrMMezBlhX3tneKaEed8x44z7GmtzUJMT8J6jxgbSezXQv0m8/M0zjPt2K/rP1AANSUXpxQYolHEZ5WNB35Z6eOPBuPYzwzAMwzAMkyeOB6uH3wiUlmEM85ZVx7J6niBoiI8U7OZh54AcRC9GsD1ccgPtDCkf5TRpBlclBTMW4vVGP26qBzP2MSLuvUu9l75w/XOBbVUSEaB8ch2+Fkl9wLrlpaGyGLH6FO08nDRlMJyknNNhfZpg4uDWQNpBg1vhqAl6MEWGYZhqhg3MGWHy5beE5vncdc8m2qbtpVlbk781NuzcF0i3yWqo2DSq+jYHAwbmCnnVr+jvPHJ0YLu+xu2W9QaTFG1nW4TyinrOMAzDMAzDdEuI3p2o8Yi2hD4udINseJ6wMhhxDolq1I4lfUH0asY8ZenSHOHXQMrgPaHuJ0tkxBjy4x7MWBsy8K8pn4sHLbXbi5ZsCGx3dHVpebIaqBy7hp7TUNy5WjaPmGEYprpgiYwykOVAICY84/DNz74WSP/H46sTqf+7588MtmcY9bUqemADejXA5t0H0Lw2VI9lmwyGVYOZhx8MwzAMwzCJQDdiIghvH7LEP8HhmpQAW5XAaBQDqtYvdOyZjUkCXfdYT+vqQry3JWjHSzdi03qjay5LWLVlj1MtVA96KcM1nwEAOqma4pZ9gbmG5T6+d+nGYJ0O99L2vaX7+fGVW/U++NqdNLgVXlq/k1x3HOaN71/qA7IfNzDn/0Xs5E5QPab9LDx3BvRuypZ2NcMwTCVhD+YUKf/yIjcwmYiwfUteLw0wvv2mGU7tve+YktzGiD5NgX2eQTvsnC0I0dcyoTpT244dnwAEty9/w1Q47qCBkfrCMAzDMAzDmOQQaLq85UICwHuueSyYRvSoDcvTJQE+8uenYvYwHH+7WN9R7+JYHswx0hyMvmHbz63djpSM0j5R+gKVyDAfkN/j3vUW//p/XsSqJLFhR0n7d+Jge5C8f314Hjx22XyXrkXmjBmleR5u8DWvWvDfw0mtPA1bEXHB3FFw+oxoc1OGYZjuCBuYUyRuMOkkh9KfOeUgOGpC/0Ca7ZXpKVEcMa5fIH1o78bi3ydMHkRuv3dTHVy2YGqpbaXxooE55FuxTXbDhjdAeMcRo0Ny4njXwuv3xUePhWvfMzdSXQzDMAzDMEzycg1p+HZIKeHljbuCaZRypDzhuVyPKaxG8jmPYxCOk6YnkbSaOzo1kRL411Nri1vU8xjH6I1JCZI/osSc+al9vP2TxxrzHugsuftOHNSq7ffP05rra2Fga0OsvsVhylBfQPdCv471OfkUPZgxGR2HHw8e5I9hGIZxgQ3MZSCqJ3OS3hpvPXy0k7xDTS5/a7xh5rBA+pmzStuDWhsD+462BCq4YO7IwLb6EvcMx188YwoAAAxpC9btQQ0GqOKV8tpBg/xZymdlCSPDMAzDMEx3wa7fG6ZPm0T7SBrBwxcP3BaeR28rPE8SutL+KvAmoxuO40DWYCYYXzsVjQRdg5kW4DtO4EnMgxk1jlvS/MfqcuXVc9SvpR5e/uYZcPjYfoYSeYb3bdLS0tAyd8XrwwmTSsbkUkC/0rEWNZh9aYeM6gtHjusPV5w1LVYf+jSz/AXDMIwLbGCuEBde/XBoHqqOF4Xm+hrd0G0ZO9QU9qmG2Loac6E/vvdw476W+qDct1qvtz1hUEu+vw01eL9cDczKcXiDD1yDWfqL4NVlYMDFMAzDMAzTHSDLMLiuAoxhJMTK6XZDvbY9BzoDcUKSDhD9vduWJlJPHKMq2SBMTKNKSlAC/6new5qBWa8iZpBBCX97bJW1D/k2qF7NZijTD7WL/Xs1QE1OwGnTh1jLLUAkHso92/GOL+y8oF7GRQ/mUs7Guhr4yyVHwOQhbVp+t37xvI9hGMYFNjBXiIdWbA7Nk6SXQGMdbrA1YdJErqsJ3jJvUDSRTbrEYbZtr9pSoD2cqB7MOWXgYtNg5sEEwzAMwzBMZSgZ83z6tIUR3APL7ePnNIZwaIA3ZIy+eN0OpWBwEzVwEsb6G3bsC8/kAGbwRB1vDUZVSn1xJCCo0x9NIkM1MEcMsuhiEP7pncsDaZ2owRxrF6sw3sTvfb9/HE1/atU2a7mo8oOVoOTBXEorOhGl3Pa/PjQPbv2EWXaEYRiGYQNzpsEGKUlik8zIFaUkgun1tcFb5n3HjAuWM1SpDvhNHszFKYVhhhBXg9n7uo17MBfyIuVZIINhGIZhGCZZkvBgdpGAC28HNzhqcVWQsppEBqU9Qq52TVvYjv9s2Ma7Yf2getlSpytxJDco9lhVgzlJRx0pAbbtadfSd+3vCPZBkekw9YN6vksrMMP7eN+yTWj69OF2L17MCSlLvjb+Yy95OpcSawura2tzNLPGuYcMj9SPg0f1hUlDdL1qhmEYpgQbmFMkbNAYpuu7cvPuJLujGXVtg4cagQfdq6+x3zImw7CabgryF8apIcu8NDyjsTcgKW5jGsxm43OxHrfWGYZhGIZhGAPUgGoY3lhuf0dncv0hWlUpkhKU+B0U4+y4gS3hmQygBmYkX7xAfUSvXazdWNrPwURNg1nJTQ7yZ2jromse0/KpRudO3b5MPt8e/rlXEobeLbtLfcTkMML6UCmwY8cM7vPGD4APHj8evnXujNA6F195Knz3vFlJdZFhGIZRYANzGfBe0q4f0t/6q0eS7YfyorYNHTwPZjWTKpFBrVPLF+LRbEINLBiGN3DNFT2YC+071RJifGYYhmEYhmGcIXt3Ihm9IdmfHlnlS4s3UJNKfV6ani/cgkoL8heeiTpGJoN6aaMZadUhVeJGVaohGvci3614C6tl1dg1UYP8YUgJsHjddrVT0KshGGNG9WLPlzWfbxHIp7ebxKWfMrTkdfuueWNIZbI038GCHvrPc01OwOdPmwwDWxtC62qur60qSRCGYZhqgw3MZSDpIB8Ybz9ilHOZFmVQ5KfkwRxEMzArOUwDEpMkhkqYBrMrRYNyscKgwdkVHpIwDMMwDMOkh8n71UU6LqqBTEoJX/r382j7wXxIWSWX5kErBKzZuteax+uDH+LKfzJxjL9YabJXM7EvpmnTZf96zppNk8hQclDvCer9J0FCa2NwLoUH+aM1gs0Xk/Ak9ktHNNfTYvKUPcgfmoak8kSMYRgm05gtjExssrC8yI/am+nDe4eXUUZjqgYzFfVjsVftjOG94bm1JY+ApD2FvQFu0YO5K9h+MG9hH1LPvPED4MTJg+DyN0xNpmMMwzAMwzA9HBdpBpLGcczxo0nOQGsbyYjI78KarXsC26f+6F5rPULohkzX+USYGZ58zollUaMzuV162XXb9mlpfjTjLlKRKqdCDlAoacfURQ3yh3TR5sG8fmcygR7J3rtlnsJ680t/MPe3HzEKXnp9B3zwuPG+btE1qeNw72dPyJQXN8MwTLXABuYMQVkmZ+KPD68Kz+SA91JV361hBmajBrNSk2fwnT2yDzy3druukZzQyMYb53njlZJkhp7Xps/cWFcDv73osET6xDAMwzAMw+DGPFRmACRi5E3eymTyTNYMiQTDqJQAf3l0dUiDepJqo0xiRb8Av1ETP78bd+4PpsUwOpO1rKn1gX7On1m9LbCtexgHEQDw6b8/o7XVrggnU++BvNE5mIgF+cNADdGW/N+55SVSvRj+ac1kYpC6cjtJferkg6C+NgdvOmREMa21sQ5+dMHBgXzTh7dB76Y6+Pj8ian2Z1T/5lTrZxiG6a6wgbkMUMe/Lkv/okCRhTh12mC49YX1pTKKPXlAr3preVcN5qLHckj+qHiTD89oXNJgxoL8efvyfPkNU2Httr1aPoZhGIZhGCY+NiOmfywoJU3nN277cYIOqgZvikQDZqjW0hwHxfcv22TdbzIIf+GfzypptHOBTl/Q60X17sU7qJ6XdduDY3TNwCzV8y/gte26J/D3b1uqtI82j/QT82BGCoOEZet3RmojaUyOQHq+lDui0NpYB184fQop3zNfOaUMPWIYhmGiwBrMFUT3hohe17EHDQzNczohcnBjXV6byxtYDG4LBtUb2rspsB0WvK+Urmg1q0ucUhrJaB7MqhXZR5+mOgAAGNw7f8zvOXosS2IwDMMwDMOkhE1xwT9OlgBakDescNzRZCyvXUKesDICMKkHtwnCqi0lWY6cENDVJQNzDKy2Lgmwv0Px5AX9nONGZ7rMBKms4XDD5klakD9lvwDcW3n5BsX469AnlY6uLuhA2vjPc69paV1dErbsPuDrr94I1SDswsqFC2Dxlada8yQeWJJhGIbpEbCBuQyU5B/soxPMi4HKGdOHhOY5afKgQH8wVImKeeMHBPaPHdBibcO0pEpNNS33S/rrvXesXpRnk8c0AMBJUwbBjy+YDZ+cf1CynWAYhmEYhmFImIyT63fsD82XSn+Qwekza7alVrdqoIyDgKDBOd8mrR9SAlx+gx7wUMuHpVEN9Q5pah91O7zqwazXcwAxomOGdb193LCupnZKgJ/f/bJW36rNe7S0pYphu0y3MwCES2D0a7GvWGUYhmEYDJbIKAPmL/HqQCn6yOIth42Ex1/dCtc9sSY0r+2rdFyHYlM5z6DcWJeDfe1dxj4kPVkY3NYIXzxjMpw+fajXQKE/evtCCDh79vBE22cYhmEYhmFwbN6iO/a1B9J7N9eh+ehtueW38aV/64ZXXaM3vEHNy1YIzYPZVsv3brNr8wohdM9qalA+kPDPJ9eG5yN7fcfzalY9lF/ZtDuwHabBDIB4hwPA/nbd4/iW53WPY61PSF87u7o06Q4pAWprhJJGuxmT8CPG6mAHZYZhGCYN2IM5RcJe3upAyUUi451Hjob3HzvO15aAw8f2o/XLss81YEqYRMY5s4cV0hUN5KIGc7BPtkB7Lrz18FHFvy85djyM7NccbI8HVgzDMAzDMBXFJNewfU+74m0qoa4mfPCmBo127g8u/0ssSzcM2+ru6Az3xPXYtqfdvBPy50Mb2xtchLV2JMD8KYNC+yIRkzUum4GXJeWTUtM3Vm8H1fFb12DWvcOllPDU6q1aD7753yVIL9T69blbZxfAi6+pessSamvCp9xldGBmFIb3aQrPxDAMw4TCHswVRP3S7uLBfOXZ0+Gqu5YH0tSv4yaS1NUa0KshsK2+oFsb894mxSYVA3LJoBysN04PVy5cYNxXCvoXowGGYRiGYRgmNiaD5ba9B7R8uocwrT6n/sQw8+lGVvf2ciKv45tUnwTWLyQfNgeRoM8Z8AB8tL7EMt6D3sfJQ9sAnl5X3Fb363ULaFeN9wB6mqTJigBAQEMZIO/B/PTqHVrZ2pzqwWz2eH94xWa8sRBG9WuGgwb3gjte3BCal+dBJRZfeSprTjMMwyQEezCnwBU3vgD72juL26ZBiWZgdozyp74La3PEy5ngO1QNAvj+48YHtruKBl2hbHs5yvu9vuhBXTgJh4zqA9OHt5W1DwzDMAzDMAwANg6UUteIzXuLqsZBmverU29iGEHD+ocNv9W6hRAkD2bVYGlCCIEaMjfs2Kf0Fe+blo5kxKYvcSQyTBdxyetqML7gfnVepW4LoQf5o9rL8XtNT1Pb9OpT52i2IIhrt5UkNlzsnj98yyw4eFRfUt4wDeaeRHN9bTHIPcMwDBMP9mBOgWseXAkj+zWHSlaog5Dv3mrXUVNRBwdhSwe9QYpVIqOYN9rAQx3wlgy6Sv1q38o00FElMv75oaPK0i7DMAzDMAwTxKRtqw5DJUgkqBtWYf6fqA6JVOMihqYBjBiPtbqVPAc6umDTrv3WPAAANUQDcw6RyJAS4Ks3Lw5tQ4LUjdNIGzZjaaSyIGG9agA39M+PauB/eeMurYxmYCZiutcGtjbAxp2l64UamKUu70I9P9Tb+Okvnwx9muvhkVe2kPKzwy7DMAyTBuzBXAZML3E10MSfHlkVq94a39fxOz99HPRVgqGE9QcASgNzp57Y2shXqC49MhmwTZIZSVGSyOCRFcMwDMMwTCVBTbdS6gZmqa/0k6AbTz0j40Mv02QGdGNudB9o3YM5COrBjJyB837xUGB794EOTTuY7MEMWJA/vXMSUVKma08jaVSjsyFtpRLAD+vKk69utda1bEPQwCwA0beOYRzH6OiScO4hesBwTJqD0i6VXOF+wBx2sCmP6e4595DhcOHcUYa9DMMwDGOHPZhTwv+h2hswqOOG215YH6sNdXDg12AeN7AXNNfXwlYk+IdNZ8obaMW1v3rFPRm5UtAVGdivGpRN7Z88dbCxre+dPwsmDOpF6pfJg5phGIZhGIYpL3RPV1yDWfNqLvz7h4dfJbV/5s/uD237te37kFQdPchccBsbW1OMiq9u3qMZnXNkiQyKNnH+POLeyuFl8Y8EWBLd6KwZxZGMdy4Jag1j3sN+hAB406Ej4JoHVwbamjO6LzzuM1bjUh649IVKV5eEeiWgn5QAO/e1a2n6+Y5uYfY+OFDnbyZHmx+8eXbkPjAMwzAMG5hTgrJ07Yv/eo5c308vPBj+9thquH/5pmKaOjaoU/S9GmpxB3WrA3PRgzmeCdYzYhcNxl79Xh+UKN82yYwnvjS/GCwQ47xDR5D7xUH+GIZhGIZhsgFmuOvqQqQZJBaITiLGUzcjHSVw4AVXP0yq6zP/eEatPbCFOX1Qe/v06m2BbapEhhAGQ6Za3GBUxcrev2wTki+ah65JR/u/z72G1BBk5og+gfPSGXLtBQiYNKRVa6uhTtVHxvqJpCGJWB8kSOjXUq+lUeqjrrj05l3U6Q1PgxiGYZg0YImMlEhaguHoCQM0o6hqBFYHm3MNGtCUvsX2YFYMyEWDs7pN8Izo36sB6g3GclfU9hmGYRiGYZjy8OM7loXmMWn1qsa7O17cAIvX7Qgt60TsCnxVKXX1V4yMAO4Bvj1qHAyPFCO60WtcTZMAf1S8wyUAfPuWJVo+bYyPtYF6MNPOyTETBwS2w86lELphtbNLogEl9T4haWiQP7ztiYODhu0deztsXbWCxdxRvaaD5PP7V4PyNIhhGIZJAzYwp4TfgLn4tR3wg9uXxqqvpaFWMwyrg4NaZcChykZ4A6g0BxXFNgr/Fsd6IW1qxvOU+ji6fwsAgOZJwDAMwzAMw6TLD+8IjoclACxXtHJRb2WJGx7PV6QjItprfc0kaGFWqLMaAd2gSyFgnt86WJYde3GP6137g8ZRKSX89oGVSj4Jy9ar15UmMyEBoDany0yE9TnMgxkACR5p8DjW29LTnlq1TUvr7NItzFLqq0p/cc/LIT3Ng13m9k4JG3YGZVtyCUlkMAzDMEwc2MCcEuoY8ieLwj02bFA8eNWhgjqQ9QZMVg3mhMbVqqayHuTP0D6x/jH9myP169OnHAS/e/dhcMS4/pHKMwzDMAzDMMkgJcDGnUqgPcC1lTHj8YEw4eMI/UmKpDSY4yBAaNrEUkptzoAZoR9YvkmXvpAyINeXT8N1nt/8y4e0tGXrd2r1qUipO83gUhrBtFAPZgA4oATbQ3WbiR7ew/o0adevwyDvgpW/+dl1Sj76zTD3G4vQ9LgShwzDMAwTB9ZgTok0XvCq3FrY1+cjxweNqN4YylZM1UyOClVjWdV8VoMAYtz80aNheJ+mSP2qq8nBCZMGRSrLMAzDMAzDJIcE3fompa6t/OSqrfCMokOM1xfSFqE8plscBbU9bPx9x4vRAn7jer26kVUI3bM3f4y6LIRa54mTB8PfHlullcX6ggUI3HOgU8v7hX8+p+VDaiwGrfO3gbXrJ8x7XQgB3/lfUMqjSyJezViPkMS+zXp8mK4uiUqDYMbj/7v7ZS2f1i6S5go7KzMMwzDlgj2YUyINLwW1yqlD26xtHqTofXmDG4oHc9zBiKcNZwqqV/JwDuIF8xuvyHv4mT68N/RliQuGYRiGYZiqYkRfxUFAIt7KiBzGq5v3wGeveza0foocRFwe/sJJpHxqV7Dx95U3L47UB+woBeDHrxqdpURi/CH1bdy1n2TgpJ5xKRFjt8FwrBqYKe2i3sgKU5S5U5eUcJ8WtBDrE+5prbIbMapTPZOlxK6V2/3MxmSGYRimkrAHc0rkhEj8Ja96G6geytOH97aWL3ow01qjdwyhFMQvuK3WXhw3FRImDOoFf7h4LswZjQcoZBiGYRiGYaqT3k11sGbr3uJ2XvpC9fiUkbWU49qXKQY9Vb7BWJeyTQ3MR6ob6acQAj1vmkQGSNim6Ctj9V3+7+dhYGuD0jCtLyZtY71/+PmuUTWYkTzqfbP4tR1IrmCfzpw9DB5ducVYh9dPSi+pHzOwexzPp3vum7yfo1CGby8M8//t3XmcXFWZ//Hv03unk16ydbbOvidsIYQEYkhCWIOAsowoIojigguojCBuo86Iy+gMbsg4zuioKO68GOfHpugMKhCRVdnEIPsmO5Ktz++PulV9q+65VbduVXVVdz7v16teXXXq3nNP1+1KTj313OcA2M2RwVwjzQm+eS9XqR7bW5qLPp8rf1Esg7ncQcUeI/M4rixHZMHC0P1XLJikzrbivwsAAABGlugia/76vWkzkR9+5m+lNyoiyVFbm5p0+to5pfsq6CxJfPnzf7dXghH4y0H4MpjjsoZ/dfcTkTafaH1sp/3njC9oi4otaZEkg1meGswJSmSU4jw7eUswJ20r48BJxuqc9NSL2/PaBj0Z/kmsmNmbu09SMwBguBBgrpFKkxQ+fNRSDYzPv4yw0j6zk5tw7Hufmb162/p5kW3SHis7CcoG2IdKZMQHlAEAADD63f3YC3mPnVykVq+TNFiwdl9ST7+0Q1uffDHl6JIFApubTQv740u55fqK1GAuPfvdd2Z+8HZch/9i02f/tkNbQpm4UuZqQW82eOE6iDFjTVSjOmEGs3dfRYPdcQHewhIZ37nh/sh2F//qvkTHDfebpKxG3OsT7c95t96xy3MOkgSYJb2wbWfkGElKfxTae6Avd3/upC5J0kELJ5bdDwAA5aBERo0Uq3OcxJev/ZNeu2pAF/783lxbkolpMYO5YO9Q24/ffmDBVsE2KY+RnQQVlsiILPKXq8FcOqsaAAAAI9/2nfnRTuekr/3vfZG2Smopr//std72zRf+X8l9nZxMxbNTW5osUSC6sJ5uEjMnjMl7bJL6u9v12HPbItsef9FvVLixr571C9sKy2FEj+tbqM8ncXZvTCA6EuyOKVFReCXoA3+tLDNdkh597uVoRnbCv7PPXXl3pO239/3Vs6X0498/VHCM5H/POwuD0y5Zbeli5k8ep5s+dIh3UUIAAKqJDOYaqbTUxOlr52jFrL68tnULJ1XU51AGc+lgbtqAb3YC1dSUiyAH/cX0Tz0wAACA3cKiggWoJenlHflRx0HnalIvNlGgzuXPgb/02hWRTVqbm7TXQG/p40WCveX/UmamI/eYmmjbHbsGI7/jr//0lN76rZsKtnQ6eq9pBS3J+HJ2E2f8yldv27Ovy7zGtfCFUOKOJD35wvbINr7ztOX+pyNtH/zJ7d79C930l6fzftFNS/q92zmXOYd5bXLakTadP2R8VxvJPACAmiPAXCNx38gntXjquMi396/cMzPB7GhNd9raWjL7LZoSndxnVTqhz04cswuZ5ALOMZOauAxnAAAAjC6Fa2w4SRsXT45sV0kGcyWc8ueke87o0a/O2ZC3TZNJS6Z257Vddfa6SF+3PPBMpO8k/vRPR+bum0kfOHJJov0yWcjJylwUfpao5PUuJ6u5sD2utnE11rJZO790SYj//PVW7/Gr6dItD+ozV96Vezy1pyNmSxcJMF9371P6/pYH89qufs9BVV9IHgCAaiDAXCODzskqCJte9YfHYoOyafudOLZd33nT/vrCSfvEbnPmxvnq6WzVfrPzs6cPmDchd/+Qpf16y0Fzvftnxzy+q01SqCxHzPGyteU6WlnUDwAAYDSLZL86p8VTx0Xa6hVgfuy5l/OCd63NTdGyFZ75+QJPZvZf/vpS3uOXC2pNxykMrpaTzZsoSbuCBfOcp5BxXLayZ+/ItnG1jVubK4+g/tfpq9LtWIM/vXBpjlsefMZ/WCft9JzAj1/+h7zH8yeP1Z8/uVkz+joj2wIAUE/UYK6RSq9m2nN6T02yeg8o8W3+ipl9uuUjh+a13fKRQ9UZCgD/2ykrY/fv7+7QJ45drkOWZi7/Glo00P/bvP/wxZrR16kjlk9JMnwAAACMEk7+rNYKy86mdvQXr1Nbc5Nya5IE09fzjlisT/7PnRX1/fCzL+c9/sX71uuymx/W56+O1vfNKuezwNj2Fu3cVfoDiFO0BMlnrrhLi4tc4Ti0b5R/oT5f4NhTpiTmPFe6lo2Uvtzf48+/XHqjCsSNy7lojfJiTlo1U5+54q7SG8Y4/8gl2n/u+NIbAgCQEBnMNVJp5sWKWX2ROVc2c3m4L4vq6WzNldfw+cX71uuGDxyce3zy6lnq785c/jWYCzD79+1qb9EZ6+YN1WwGAADA7iGmREI4QDlz/Bj96O0HRLZbXaPg2PZQkPavL2Zq7K5dEE3QOO3A2RUd58GnX9K7Ny0ouk05nyZe2LZTp3z9hpLb3f3YC95+73z0+dz909fO8Y/HRbOO/WUBPfvK82VCzDEqDTCfc9giSZlyJuX6+Z2PpzrmpW9Zk2i7p1/01212cnl/e6VU+nnwzevmas8ZvZV1AgBACAHmGqn0yr5il8M1Wih2zsQuTe721xM7c8M8dXe0aNXszIeA/zhtv8jCIgAAANj9+Esk5Ge69nS2asXMPl0fSmaQpFcOw3wyO5+/+7HnI8/1drblPT5yj/KuxhvTVvpC0sHgdfj9hw5J1Gc4SBzn5geeKfk55a7YfpJ9wPH1P+gpfeKvwewqDp62B4kxaTLhr7jjsVTHHBifrGRFYemUrEu3PKif3fpI4uNVUooRAIBaqEuA2cxOMLM7zGzQzGLrLZjZ4WZ2l5nda2bnDucYK1VpBnNrc/y0YSStArzPzD7d+tHD1BfUZN6waLIuLFIDGgAAALuH+EDk0OOXd2RqF/eHkhles9+Alk/rqfXwcguyLfTUWC6cjn/2hL3K6vupF7aV3Cb7+mTn0dVy7xMvFH0+Lhlk12Cyhfp8fKVP4r5gGIl6OlsTb/vdM1Z727//uwe97T4j6OMgAGA3Ua8M5tslvVrSr+I2MLNmSV+SdISkpZJOMrOlwzO8yu2KqT2WVNsIymAGAAAAyuVZM07fvv7+vAzmex6PBkPNTHsN9Or8I5fUdHzZwG57kVJxWUkyksPmTR4rSRrXPvxL4tzywDNFnx8fE9A+8zs3Rco4+ILEvkxnX3mNQTeUpV2prRdszt33JeO8++Di5Ugq1VnGguUrZvaV3qgEqgsCABpNXQLMzrk/OudKrUqwStK9zrn7nHPbJX1X0jG1H1062eyKrEFX/Jvljx2zLO/xFwqyelt8AWYmEgAAABhhbn3wGX1/ywORbAtfaPHJF7brslseKtpfdo795nVzqzTCUqKT8Eqn5XMmdEmSnt+2M3Yb3+vT2myaO6mrwqMXt7PIauUvbc//zOMtcxFT+qKwW+ec3vqt30X2rTQ717f761bPTNXXRSfvq/ccsjDSvqggqz3pFaazJowpurZNUr5rXTvbMkHuMW3Jg90AAFRLI9dgni7pgdDjB4O2CDM7w8y2mNmWJ554YlgGV+jSLQ/kPS71bfzkce15j49YPkWblkzOPW5t9kxSsl0SaAYAAMAIcfQXr9M5P7g10v5iTHD10i3FSwX4psKzJ4xJM7S6SbLAta/knsl0+TvX1mJIOTuLfI55qeCc+Tb17X3FHY9FazBLuvIPj0XaKi2T4Yv1Th7nXy+mlA/8+Da96+AF2nfWUNbxrR89VFecvU6/PGd92f29bv90ge4kTlw5oHMOW6R3bJxfs2MAABCnZgFmM7vazG733Kqeheycu9g5t9I5t3LSpEnV7j6Rz1yRn5Bdqgbz927MD0i3NDfpw0cNZTW3NjfFBpKJLwMAAGCk2bErf3581vdulqtS0d1y1ygppzSDr+tq1cA9aGH8Zxff5wknl7gcx2/O25hqTAfMmxhb8uHhZ1/OH0/CsoAXXnOPHinY1xeJdgU1uH1OO3B20eer+VlpYX+mlMk5hy3KtXV3tAbHyT/SRSfvW7K/A+ZNlCS9//DF1RpiTmtzk87cMF8dZZTrAACgWmoWYHbObXLOLffcfpqwi4ckDYQezwjaGtLzL+d/m79r0BX99n3D4sn64Ob8unHhus2tRWowAwAAACPNcy/viLTd8Oe/lt2PN+Cr/CBgKYXrpfzifevLHke5yhmf5M8OLqdk8dSezrKOlzW+q01vXDs70ba+4dywNdk59S7yp9LB/3EdyRfUC7vhAwfnPT5kaX/JfZqDTPMmzx9dYVM4y7mUtx40XOVdAAAYHo0cxbxR0gIzm2NmbZJeI+myOo8pMV9w+c3f3JK7v2Jmn9bMm5D3/D2PPZ+739xkGujLv9TPNwnramvW+w6N1gUDAAAAGsmDT/8t0vbt6/9Stf5njk9eJmNXQRCzsHxdmC8jttyM6U8ft6cGPOMr1o0/O7g6Gd+lvHrFjGQbeobzoZ/cnmzXmPUBS10JetSeU4s+H3duJncPlcnYY3qPvpog4zi7IN9v73vKc5z8xxO62nTg/KHPdx86aqkOW9bv3SfJ38/WCzbr+oKgOAAAjaouAWYze5WZPShpjaT/NrMrgvZpZvYzSXLO7ZT0DklXSPqjpEudc3fUY7xp7HJOjz+ffxnY/97zZO7+ky9si3wT3t2Z/2184SQ0O9cKT0ju+NjhesfG+FWRD13ar8+duFdZYwcAAAAawcSx0cCvb4EzmbR5j2jgMa7U8R0PP5v3uLW5SW89aJ5323KDyecdsVgdrfkfs07cb0BX3PFoWf0UBsGl8jKYJemsTfGfE4ppT7gQ3d//MFpbO6nYxQA97WvmDgVuE5SvLunE/QbU1GS66UOH5No2LIqWK8keypedXPh30dRk+urrV+Ye93e36+PHLNcpa2alHmd/d7ra0QAADLe6BJidcz92zs1wzrU75/qdc4cF7Q87544Mbfcz59xC59w859w/1mOsaQ06p1P/48bY5+9/6qVIgHmvGb1F+8yt8VfGpOriU1Ymz0AAAAAAGsiZG6JB37i5sG/hvEEnPfj0S5H2477ym7zHrc2mc49YrGvee1C6gYaM7WjRzR8+NNK+vki9ZZ9iweSPH7Ms73Fc0PWsTaWvdNx6weZI+YgZfWO8r301+X699//wNn3gx7dF2j901NLc/a72Fs2fPDa23ySfldYtyNRCDr9upx44J7LdocumSJJ6OqNlOXyH2RWqM97Z2qzJ3R362DHLSw+oiL4x6UqCAAAwnBq5RMaIUjgB+8ov/lR0+0OX9UcmgkkDxyzyBwAAgN2Bt/atZ7ti8+O1n/pFyeNks1HL7TtOeKG1bB3fx557OW7zsr1+zey8x1e/p7LAuC9L+01ra1snOGm5j60XbNa4jqGFDaf2dOqKs9bFbp/kfGWz4MNZ4sundUe2K1o6xXOg7s6hca5fNDn2uOWYNyk+mA4AQKMgwFwlvZ1teY+f37YzZsuMztbmyESuVIB5uGquAQAAANXy2RPSl2srszrFsCk2rrggYjjonISvPEhYSyhbxVff2adwkfEsXwZ0OLjfW4Ms2iTlPnxlK6ShoL0kzZqQvPZ2VvZXCw9hwtj22OP5zrd/4b+htmbPi+rrZ1pPR9FFJhv1PQAAQBgB5iop9z/+tpamyKSj1DfaQyUymGUAAABgZIgL2qXlmwsP9/y4nEzUbJLICk8d32KKZc9K+QHO1ubSH+s2LenXyav99YB9wdKmUJcn75++jnA8V/Iz1HsOWSTJX496aJuCMiBl/C2MbW/Je/yRVy7LC+y3B18K+M53mr8439Detn6e5kzsymsL13xOk/UMAMBwI8BcJU+8sK2s7duamyJTBUpkAAAAYLSZUCITt5ik895qzY+TBqqLZjAXPJeNjZY7xlIJvsXGsHjKuEjbsftMi2RRZ2sZ+wLM4WSYY/eZrjetjdYoroRzUnOJ1zsb5J7aG7/YXeHvVM7rXLiY4eyJXfrR2w7IPfbVXk51oNwuvgUqM22Xv3NtrikvD4kPfwCAEYAAc5V89Zf3lbV9S3NTZCLH3AEAAACj0X+etl/e401LovVppXTlDqShYOxVZ8fX5k2iGvPxuD58wetiFfBKlcfbtnMw7/F9/3RkzJb5rgy9RmdtWhAMLrpd+LPK3IldevjZv5Xse0JXW6Tt83/nL5Hi5F+YMSwbkG0rkqGdNmkns23xzO1ifabJLPb3k7F8eo+372JHqXbQHwCAtAgw11HhBKNUxkTSEsydZdZ3AwAAAGrpoIX5ZTIOXz7Vu92XXrsiv8FbDiP+OAv6o5m7tZAdwqo546PPWf7PtFqay+sgHKz1lhEJRj3QNxTEzy4g54vzhjODm5pMFxy3Z8kxfOGkfSJtcYvUJclgTvIaRta1SRD4LdavL5vbv12izdIJ9c0qPACAkYAAcx0VfmNfao7igulFsTnPdedu1K/P3VjhyAAAAIDqMTN95XVDweO2liZv9uWyad06ft8Z5fdf0ehC/cRXMPDae6DXM5Yy6jN72rJ1gT934t6J+0ki+3uEM3SXTO3OtCUIqnZ3lF7ozxfgnxsXYJbzLoQXlh1XtWtsF+sv6eJ8acbk26NYVjMAACMFAeY6KvtyrtwMNH7D6b2d6vNcmgYAAADU09Teztz9FTN7de4RiyPbmJk+e8JQSQVvQK5O4beZ4xOW7wiGl/Tqw0LZAOekKteuzrb5soaTZu2GRRbXk//zTLOZlgaB7DDnSmcBJ8pgLni8YlZv2fuE+V6Lai3yBwDAaEWAuY7KLZHR3pK5TG3ptOgEDQAAAGhkL23fmbs/o2+MWpqbtPWCzbm2d2yYH9knaUZxOfHRrRds1p8/eaSWT698Tu2rk7xpSX9F+2cDzINpI9Qq/nokzdD1uejkoSz0PWf06JfnrNenjtsj1+arwdzW0qS3HDQ30u4KxvKBIxdr6wWb8/4m0gRxF08pfV6Ll8hIdpw0SdWJF3UPl8io4O8AAIDhQoC5Cu574oVU+5WbKdAzplWXvmWNvvTaaG0zAAAAoJGVyjzesNi/8F+0n+RWzurz92HmzeQtNkYXKmhRbBo/vsKrCbMBzl1VDjAP1YZOn8G8Zu7E3P15k8Zq1oQuTe7uCB3DtK6g3nZzk+mYvafrpFUDee3O5ZfI2LYjf9HCeklcIiNV+DtpdvRQG/FlAMBIQIC5Cjb+8y9T7deSYmWIVXPGa1yC+mcAAABAI9nfsyBeKb7g2xmebNi4YN833rgqtu/C9VCkagYS08sGe6sfWIz/PZJ+LGkOLTw4pq052Dd/56+dstK77+RxHXmP3/3dm/P2/eer7o7sk2yRP397e0u6j7qJaytX6c/Cd7gmPqUDAEYY/uuqgVfuNU2/OmdDye0mVFBXDQAAABhJfAHdsKRxvcJAZTFdwYJ53vFUeeG4NLIl8MaGxpkd167BaIQ5eeyzvDIYSV+LcNZ39rNM4Z5tLU3eIPORe0yNtG3fVTxrOUmwN26TYrsW+9LAm8FcZv+xx01x/nzfM6yZN0GStHFJsqx/AABqLX7GhcTGtDXrpe27co83LZmsGX2dRfYAAAAAUErSgNyUnuRB5yxfiYxifBnFSbKMix2mozWT7/PxY5fl2rLxzXANZrPMsca2Jfv4Vm7wM+n2vsxaX3Dat12zr63EgWv1FUDRGtW+0inVylZO2Bbmq8G8fHpPXq1qAADqjQzmKrju/RvzHv/8zsdLZmgAAAAAqMykcZks2n84elnsNp8+fk9vuy9TNalyymYk2bI5FJE1T4mMRf3jJElfqNFaLEnLQrR6Ise+l9H3+jz1wvZo24vRtnLHFXcu+sZkamHvM7PXs0+xY5Y8ZMk+4hTLqI8bAyWYAQAjAQHmKujrasv7Bnn+pLGRbW796KH6ZpEacAAAAMDuLE12Z1ZnUA/Y58SVA5EF5qTKAszzJ2fm+4undsduk11vpbAs3gTPIoDhLNW3rp8nyb9YYNLyIJW8lsV4k2gSHsxX8qOUJGOOS+yZHHz5cP6RS8rq2P93Eb9DV5G/vUL93eVn2rPIHwBgJCDAXAN7B9+SH7/vjFxbd0erpvWWP6EAAAAAdge+bNVqlSb471sfibQVu+Jweu9QuTvfGDYsnqwrzlqn41ZMj+1jYZB1/PkT985rD5fS8/3Or189S1sv2OzNdnVJ81m9r2VtrrD0lsjwtLW3Fv/oue+svkhbkiGvnT9RkrSiIFM5e369f1dFFzxM9jrlMs0TbV2sn/i+Jal3TGaB96P2jNawBgCgUVCDuQayE5bwxDT7DAAAAIBkSpWiyD5bKsvzuZd3RtqavYG9bH9DHWYzWrs7WvO2XTRlXPGDBrIBQp+zNy3QX556URsWF1+srRrB4Vp9EvEFZH3HavYVZg55e5C5nb9P6VFnt7nkjNXavnNo0cCmXKmR8hZL9CZpJ0zcTsO7IGPofkvwur1yr2lVOiIAANVHgLkGshOQBliYGgAAABgRhnvqnLRExrTeTn3klUt1+PIpFR3PF+icO2msfvqOtRX16+Mt8lCjFzhpQLYltOHkce16/Plt+f14OprRNybxONpbmtXeMlSuYmixRM/4ivRTLJifrfkdVnEJixKvH58pAQAjASUyaiAXYK7CNPmSN6/W1e9ZV3E/AAAAQCPzBdImdUcDemm8a+P8SFvSUgiSdNqBczS1p/DqxMY1nEFJ37F8r21r89BHz1+esyHyfEuVF0nPBooHPRHgns74rHJvX8HPcL3lztZmLewfq8+esFfqMcYp528TAIBGQAZzDVQjsJy1Zt6EqvUFAAAAjCQbFg2Vjrj8nWv1u/ufTtWPLyvVl8FcSV3dC0/aR3c+8lyKPZOrJFt26bT4BQkr4a9xHNUSqknS1hLNc2quclD17E0L9eZvbvH+3i3N5eVZ+X7HpibTlWcflHp8ub4TtgEA0MgIMNdAdq5a5S/hAQAAgFGrVJLG8uk9Wj69J13fnq57x7R5xpDe0XtN09GhOrmx8dIUgdS+oI5zOAvYLD7g7DtCrTKw/eU4PAH9UJsvuD9/8thqDktr5k3Q7f9wWFX7rLQahk/S+toVl+IAAKCGCDDXQHaSwJVNAAAAQO3kFuUrEfrzBa/3mN6jSwraxndlgs7vPXRRNYbnlyJSeOFJ++jyWx7Wwv6hIGyTmXbF9FWNRQGT8i7yl7BsRlj2td/d7DUj+qXJ/nPH12EkAACkRw3mGoibOxFwBgAAAKrnm2/cX6ceMFtTujvK3td3tWFHa7O2XrBZx+87owqjq56JY9t16oFz8gLHjXK1pO8zTpJFBrdesDnvcdJFF+upFiNc0D8ud789KB3y+tWza3AkAABqhwBzDWTnRsOZOQAAAIDRwczGm9lVZnZP8LMvZrtdZnZzcLtsuMdZbWmmzoumjNNHj15Wct5dLKP28GVTyj9wJar0GaHY7zxnYldVjpFWkydY7GsLB5lH82enr5+6Ul87ZWWqfUfvqwIAGE0IMNdA3ORo1vgxwzwSAAAAjEDnSrrGObdA0jXBY5+/Oef2Dm5HD9/wRofslL2rvbZVA7NVLCZ0tUuS9hnorUq/voTfztZmSdJ5RyxO1adv8b3S40i2yN8ISFCONdDXqUOX9utfX7NPqv03Lu7XpqX9qfbdI6g7PrWn/Cx9AACGCzWYayA7dyqca5W7WjEAAAB2S8dIWh/c/4akayW9v16DGWnmTuzSfU++mNfmD3hmWl2NVk8r/Cwwc8IY/c+7X1G1xeym93bqT0+8qI8fsyxyzNYUgeIfvm2NpvVWZyHANDWYG1lLc5MuTpmBXA7fS3TmhvnasHhy6gUuAQAYDgSYayC3yB8XNAEAAKB8/c65R4L7j0qKS33sMLMtknZKusA59xPfRmZ2hqQzJGnmzJlVHmr1VCv+2NKcrKPs8QZrFGD2WTK1u2p9tQbJKytmDVVQsYKf5dh3VrqF5bw1mBMu/Dfcfn3uxnoPoWxNTUZwGQDQ8AgwV1Fzk2nXoBvRl38BAACg9szsakm+4r/nhx8455yZxUVAZznnHjKzuZJ+bma3Oef+VLiRc+5iSRdL0sqVK4cvmlqmaiVnJM2UzWUwV+Wowy+7KN4wxse9fOetWMZ4Jd65cX5F+1crQ7uYw5b158paFLNiZq9u+ssz3ufciP2rBADsrggwV9HiKeN0x8PP5SZZjfAtPQAAABqPc25T3HNm9piZTXXOPWJmUyU9HtPHQ8HP+8zsWkn7SIoEmEeK6VUrz5Ase3Yog7kqh42YN2msbn/oOXW1N9ek/2yAeVfoFzBP0PySN6/WY8+9XJMxSFJTUI1jUf+4yDjytqvww1F4QcBq+qdX7aGl0/Izy1+3/0wdsXxqqv6++vpkpTQufcsa7Sr4doArYAEAIxUB5irKzg8ILAMAAKACl0l6g6QLgp8/LdzAzPokveSc22ZmEyUdKOnTwzrKKusZ01qdfjozH3FKZbtajWswf/LVe+i4FTM0d1J1ai4XygZsd4YDzJ7t1sybUNFxNu9ZPNCaDYqGS41kr+gMf2nQqFd5vnb/aNmYf3zVHjU/bktzU+TD+Bnr5upfr7lHbazdAwAYYQgwV1F2UjWSF7AAAABA3V0g6VIzO13S/ZJOlCQzWynprc65N0laIumrZjYoqUmZGsx/qNeAq+1//36DHn9+W6p9W4KU2lVzhmoKe7Oag5+1KjExpq1F6xZOqk3nCpfIiP4C1fqdkmQNZwPH4UNmg869oS8NfOegEj96+wF69qUdVe2z3s4+ZKHOPmRhvYcBAEDZCDDXQHbuRJgZAAAA5XLOPSXpYE/7FklvCu7/WlLt0yzrZGD8GA2MH5Nq3+xcfFeJ2hdDNZhHZr3bZouWyBjX0aLnt+0c1nFkX+9woHuobWi7cjKY/+v0VSXP34qZfUWfBwAAw4cAcxUVlshYNq304g5zJ3Vp0tj2Go4KAAAA2H1kM3sHS6TxZmsj945pq/mYaiFb+zhcx/eSM1bryjseU09ndcqNlCMvg9mT1VzOVZ6vWFC7zG8AAFB9BJirKDuJzV4StnbBxJL7/Py96/MeX/Peg+q+EjQAAAAwUg1l9hbf7qCFk/SJY5fr1SumD8Ooqu9dBy/QzQ/cmJfUMmtCl968bm7JfX/2rlfkla+ohHmiydnPQy6vLjPXdwIAMFoRYK6ioRrM6fuYV6NFQAAAAIBGUMu6xJLUVCSDub976MpBM9PJq2fVdCy1dMC8ibrz40ek2nfptO6qjSP70WewRImMbFtbCwvYAQAw2hBgrqLs/Ikv5wEAAICo33/oEI0JSlPUSjbZY3AwGvA8dp+Rma3cyCxXyzrcFt0uV/OayzUBABh1CDDXBBFmAAAAoFBfV+3rHWdrMIdrExvz86ppMun0tXNyj7O1rBdPGVdyP0kqsXYfAAAYgQgwV1PBIn8AAAAAhldTrgazJ5JJcLNi931yc97jyeM6dOlb1mhZibIb2fNSavFFAAAw8lAAq4qGFvkDAAAAUA/Lp2cWvZvW21nnkew+Vs0Zr6724rlLvrrMAABgdCCDuYqGajATYgYAAADq4YxXzNWB8yZqjxk99R7KbmtKd4ck6cT9BnJtfEYCAGD0IsBcRdlv45k6AQAAAMn85ryN2rmremmtTU0WCS7nsmerdhQU0zumTVsv2Fx6QwAAMCoQYK4iF0xZi305/+nj91RrMyFoAAAAQJKm9tS+lAWzbwAAgNohwFxFQxnM8VPYE1cOxD4HAAAAoHYcBYDr6oR9Z+iYvafXexgAAKDKCDBXUS7ATIoEAAAAAOT5zAl71XsIAACgBprqPQAAAAAAAAAAwMhEgLkGyGAGAAAAGkdukT8qZAAAAFQdAeYqytZ0MyLMAAAAQMNYMHmcJGnx1O46jwQAAGD0oQZzFQ3mFvkDAAAA0Cg2LJ6sK85ap4X9Y+s9FAAAgFGHAHMVOWUzmOs8EAAAAAB5Fk0ZV+8hAAAAjEqUyKgil8t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     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a 2x2 grid of subplots\n",
    "fig, axs = plt.subplots(2, 2, figsize=(20, 20))\n",
    "# Plot each ECG signal on a separate subplot\n",
    "for i in range(4):\n",
    "    row = i // 2\n",
    "    col = i % 2\n",
    "    axs[row, col].plot(ecg_signals[i])\n",
    "    axs[row, col].set_xlabel('Sample number')\n",
    "    axs[row, col].set_ylabel('Signal amplitude')\n",
    "    axs[row, col].set_title(f'Signal {i+1}')\n",
    "\n",
    "# Adjust subplot spacing and display the plot\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "id": "cef4f6cb",
   "metadata": {},
   "source": [
    "### Plotting 1.5 sec from each signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "49a63caf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_sec = 0\n",
    "end_sec = 2\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n",
    "\n",
    "\n",
    "for i in range(4):\n",
    "    fs = ecg_fields[i]['fs']\n",
    "    start_sample = int(start_sec * fs)\n",
    "    end_sample = int(end_sec * fs)\n",
    "    row = i // 2\n",
    "    col = i % 2\n",
    "    \n",
    "    axs[row, col].plot(ecg_signals[i])\n",
    "    axs[row, col].set_xlabel('Sample number')\n",
    "    axs[row, col].set_ylabel('Signal amplitude')\n",
    "    axs[row, col].set_title(f'Signal {i+1}')\n",
    "    axs[row, col].set_xlim([start_sample, end_sample])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d232a71f",
   "metadata": {},
   "source": [
    "# Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c188b495",
   "metadata": {},
   "source": [
    "### bandpass filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0f8d2c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1440x1440 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered_signals = []\n",
    "\n",
    "# Define bandpass filter parameters\n",
    "low_cut = 1.0\n",
    "high_cut = 40.0\n",
    "order = 2\n",
    "\n",
    "# Apply bandpass filter to the signal\n",
    "for i in range(4):\n",
    "    fs = ecg_fields[i]['fs']\n",
    "    nyq = 0.5 * fs\n",
    "    low = low_cut / nyq\n",
    "    high = high_cut / nyq\n",
    "    b, a = butter(order, [low, high], btype='band')\n",
    "    filtered = filtfilt(b, a, ecg_signals[i][:, 0])\n",
    "    filtered_signals.append(filtered)\n",
    "\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, figsize=(20, 20))\n",
    "for i in range(4):\n",
    "    row = i // 2\n",
    "    col = i % 2\n",
    "    axs[row, col].plot(filtered_signals[i])\n",
    "    axs[row, col].set_xlabel('Sample number')\n",
    "    axs[row, col].set_ylabel('Signal amplitude')\n",
    "    axs[row, col].set_title(f'Signal {i+1}')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "50854e7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 4 Axes>",
      "image/png": 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AoKDRUKSITCPVNNoH9byq5hB0Xq2NqgCg1jgEMRFRUuq9BJLuETYldI0zusaJzIaCRgNRpTwOsiu3FWpQ4RQYnIJArrgWR70vVWMjMkIgiDCirPSwo7ZRhF0RZTlo9kTPfyKzoaDRQEIZKUY1jXYilEFmDE4HLaSsjtqX0U2ZRiLNMMYuZIwdYow1MsZujfOaDzPG9jPG9jHGHkj3GKMyjXRrEDZErWl0CqQIIzIbQ4NGK0yIqUSNJQTKNNoKdSfSoRoc0Xm1NOp96XIIYIzcU4n0wBhzAPgdgIsALANwLWNsWcxrFgL4BoDTOefLAfxXuscZqvdilIUh7InackMQQGZPREbjNOqDIybE9wNoBbCFMfYU53x/xGsiJ8R+xliFMaNNDWEjHMBJNY22QeKRQaMAibbfLY0Y3N1Rdpppc4dIGxsBNHLOmwGAMfYQgMsB7I94zacA/I5z3g8AnPOudA9SycIIEGhDhbApokRmTwQBGJtpDE2InHM/AHVCjMTwCTGVSDEZKXoY2QM5Qp5KRjjWR61JdYaMEOh8EmmhFkBLxPetwWORLAKwiDH2NmNsE2PswrSNLkhAksMmIZSFIWyIqG6MkHsqkeEYGTTqNiEyxm5hjG1ljG3t7u5O0XD1R5U5qPJUqmm0B1GZRgcLZaoIaxIyNgqafdAmAGEinAAWAjgHwLUA7mKMFcW+KJVzZKjlhsBInkrYEkmWg8Z2jJRDREZjdiOcpCZEzvmdnPP1nPP15eXl6R3hDIg1wqEMhj2IPa8UZFibkDyVao+J9NIGoD7i+7rgsUhaATzFOQ9wzo8AOAxlzowilXOkmoUhVQVhV6JablCmkchgjAwadZsQrUpkn0YnNYG3DZEGR1TTaH1UeSq1xiHSzBYACxljcxljbgDXAHgq5jVPQtlUBWOsDIo6pzmNYwy2IwhmGmlBTdgQkbLpBAHA2KDREhNiKgn1aWTB4IIeRrZA3YkUGIK77yRPtTKR96lDEGinmUgLnHMRwBcAvADgAICHOef7GGPfZ4xdFnzZCwB6GWP7AbwK4Kuc8950jpNMQgi7I0Vk0+n5T2Qyhrmncs5Fxpg6IToA/FmdEAFs5Zw/FfzZBcEJUYIBE2IqiTTCcQgMItU02oLI8+qiDLLlmWBYRZljIk1wzp8F8GzMse9GfM0BfDn4xxDUHnYc5J5K2JOAJFN5AkHAwKARsMaEmEoijXCo9s0+8FCmUd0MoPNqZWINq+g+JYgwSg87AbIskzyVsCVSsE8jZdOJTMfQoDHTUROLDsYUK2d6GNmC2D6NJE+1NuptqcqNaWFMEGFEWYZLYJBpDiNsiihzuNSWG3SNExmM2d1TbU1Y9qYEjrQYtQchgyPGIAhhYxzCmpAbLkHER3WWJOkeYVciM420TiMyGQoaDUSOkTHShGsP1CAxtJCiScbSyBEux8pOM+0CEISKGKxppGcdYVfUmkang9ZpRGZDQaOBRBpsCAIDPYvsQVieCjgEgTJTFidabkyLBoKIRJI5nIIAgTFSVRC2RDV7EqimkchwKGg0EGmCEQ7NuHYgUp7qYKC+ThYnXNNIigCCiCUgyUFVBbmnEvaDcx4ye6JsOpHpUNBoIJG1UrRLax/kiMwUBRnWJyRPDfXdpPNJECpSRONzWlATdkOdv52Cmmk0eEAEYSAUNBpIdJ9G2qW1CxM2A2ghZWli+6nSfUoQYcRg43Nl45PuDcJeiHJ0eQJd40QmQ0GjgciRMkbapbUNkcYpFGRYHynCsIpqGgkiGlE1CaEsPGFD1Oe9y6H26aVUI5G5UNBoIJEGG7RLax+izittBlgeHnOf0sKYIBRkmUPmUExCKAtD2JBwplEgw0Ii46Gg0UCi+jRScGEboo1waCFlddQaFoEplut0PglCQZ2znMEedjSHEXZDDE4AyjVOZUREZkNBo4FE9mkkK2f7IMe2aKCFlKWhFioEoY0ohbMwJMUn7EjICMeh9umla5zIXChoNBAppgk8ZTDsQei8suAkI9F5tTJRtce000wQIdT6LpcqT6UNMsJmqJuEat0uPf+JTIaCRgORyAjHloTOqwCSbNmAaPdUgRYNBBEknGkMylPp3iBsxoRsOs3nRAZDQaOByBOMcAweEKELcqwRDp1XSyOTeypBaBKZhXEETUI4LaoJG6Fm051kWEgQFDQayYQ+jTTZ2oLIPo0OASTZsjihoFEgy3WCiCRc76VkYSKPEYQdiKxppEwjkelQ0GggkRkMVdpDu7TWJyrIIMmW5YmsUXWQ5TpBhAgEbw61Lh+gzU/CXgSk6Gw6eRQQmQwFjQYSWysFgBakNiAy00i9y6yPFNoEQLCBOWUaCQKIyMIEpXsAqMyCsBXhdZpAHgVExkNBo4HEyhgjjxHWJWozgCYZy6Nm/8kNlyCiEaPkqcoxet4RdiJU06jKU2mNRmQwFDQaiByRwRCC0h6qf7M+UfJUB6O+fhYn0uWY+m4SRJhYkxCANj4JexGVTae2MkSGQ0GjgUT1aaQJ1zZE1cCR25rlCbdQoZ1mgohEjKj3cpIRDmFDAhFtZcg9m8h0KGg0EIlHylPJRMAuRNbAkdua9YlsoaK4p9L5JAhgorNk5DGCsAPq9exyCErLDWorQ2QwFDQaiByRwQibCNDDyOrIkUY4jIHTJGNp1FtS3dyhRTFBKKjyVIcgUIkFYUvC1zhtjBAEBY0GEm2EQw8juxDtikvn1eqo544xkDyJICJQ5akuKrEgbIoY03IDIEUYkblQ0GggIdmbg4V2aelhZH1im8EDdF6tjByxCSCQPJUgQogx9wZAQSNhL0TaBCaIEBQ0GkhUppF6XNkGKUaeCtB5tTJRtceMMo0EoSJG1jRSppGwIdE1jcoxusSJTIWCRgORogw2oo8R1iXyvKqOgtQQ3rqoCwSB3PMIIgop1HJDCGVhqKaRsBORNY3UVobIdChoNJCQEQ4jIxw7EXVeBco0Wh1Z5qEd5vD5pPuUICLbEZARDmFHtGoa6flPZCoUNBpIZJ9Gp4N2sOxCdP/N4DFaSFkWifPQYiEkwaPzSRDRLTfUjU+6NQgbEb7GKZtOEBQ0Gkionx9DKNNIJhvWJ/K8UuG89VEyjcGgkTZ3CCJEqKZRCNd70b1B2InwNc7AaNOQyHAoaDQQVfbGIlpu0A6W9Yk8ryTZsj6SrJFppIUxQUCU1JpGck8l7ElUn0YytiMyHAoaDURT9kYTruWh82ovZB4+j9RChSDCaLmn0q1B2InomkblGG0CE5kKBY0GEil7o11a+0Dn1V7InIOpRjhkWEUQIaRIeSo5gBM2JLKmkdEmMJHhUNBoIFqyN9rBsj6R59VJ8lTLE3U+qaaRIEKo8tTIdgT0rCPsRGRNI63TiEyHgkYDkTifKHujxajl0TqvZHBkXSLlxtSniyDCqM81l4PaRhH2JHJjhNZpRKZDQaOByDIPyRfJMMU+RJ1XWkhZHs4j3FOpppEgQogRfRppQU3YkWj3VOUYXeJEpkJBo4FoG6YYOSJCD6LOKwUZlkeKbLlBmUaCCBHdcoP6NBL2Qy1PIJd7gqCg0VAkGRGGKeoxehhZnajzSkGG5ZFkTNgEIMt1ggCk4I3gdLBQn0ZaUBN2IiDL5IZOEEEoaDQQWeYhC2cqsLYPUeeVggzLI3Me2tQJ16jSCSWIgCpPZSRPJeyJJHG4qIyIIABQ0GgoZIRjT6LPa/gYYU3kiPNJiwaCCKNIt5X7gtHGJ2FDRHmiERrtGRKZCgWNBhJpmEJBo32QZR5aQJE81fpo1zQaOSKCMAeizOEM7oxRvRdhR0RZjrjGlWO0CUxkKhQ0GoimYQoFF5ZH5pF9GpVbjM6rdVHkqXSfEkQsoiSHetE6KAtD2BBJK9NIQSORoVDQaCCSHCF7UzMY9DCyPBIPBxdkcGR9Iu9TChoJIowo81DQqLYjoDmMsBNiZE0jtdAiMhwKGg1EK4NBDyPrIwfrfAAyOLIDkoyI+zR4jM4nQUDSkqfSHEbYCEnmcDho05AgAAoaDUUzg0GLUcsTKWehScb6cB52w6UaVYIII0a2IwjVNBo5IoLQl4DMQ2UmpAgjMh0KGg0kMoNBi1H7IHEe0X+TJhmrE3k+1cUDZY4JIla6pxyjZx1hJyQ5om43+Ddd4kSmQkGjgchco58fPY0sjxyZaaQaCMsT6Z6q1qiKEp1PghAjpHvqPcJpDiNshChFGuEox2hzn8hUKGg0kCh5Kln52wZyxbUXkW64VKNKEGFELekePesIG6G0lSHlEEEAFDQaSqQRjprBoIyU9Ynq60cZZMsjyyD3VMIQGGMXMsYOMcYaGWO3JnjdfzDGOGNsfTrHpyXdo3uDsBOizOEILtAclE0nMhwKGg2EjHDsiayRaRRpIWVZJM5D7QRoYUykC8aYA8DvAFwEYBmAaxljyzRelw/gSwDeS+8IgUCkdI/qvQgbIsnyhJYbpAgjMhUKGg0kquUGSXtsg2b/TTqvlkUmN1zCGDYCaOScN3PO/QAeAnC5xut+AOD/ARhP5+AAteUGGeEQ9iWqppH6LhMZDgWNBiLL4YlWIBmjbZDl8ORC8lTrE1mjSpbrRBqpBdAS8X1r8FgIxtg6APWc82cSvRFj7BbG2FbG2Nbu7m7dBhhZ00gbn4QdiaxppPmcyHQoaDSQyMWoWhdCrozWR9IwTiE5i3WROSbWqNLCmDAYxpgA4BcAvjLZaznnd3LO13PO15eXl+s2BlEK1zQyqvcibIiW2RMFjUSmQkGjgcga/fzoYWR9tFo0UJBhXWSZhxQBTqpRJdJHG4D6iO/rgsdU8gGsAPAaY+wogFMAPJVOMxytLAxlGgk7EWn2ROUmRKZDQaOByJEum/Qwsg1aRjgkZ7QukjzR7IM2d4g0sAXAQsbYXMaYG8A1AJ5Sf8g5H+Scl3HO53DO5wDYBOAyzvnWdA1Q0pCn0hRG2InImkaSpxKZDgWNBqLZz48eRpZH0xWXVlKWJVIRQJs7RLrgnIsAvgDgBQAHADzMOd/HGPs+Y+wyY0enIEpy6BnHVFUFzWGEjYjKpqsbI1RuQmQoTqMHkMkoRjjRsgeSMVofSSZXXDshkXsqYRCc82cBPBtz7LtxXntOOsYUiShzuBz0rCPsS2Q2XW29RJv7RKZiaKbR7I2LU42SwVC+Di9GDRwQoQucUzN4OxHVGofOJ0GE0JbuGTkigtAXMaKmkYzQiEzHsKDRCo2LU01UrRTtYNkGifOQAQ7VwFkfLfdUuk8JQl1QR2dh6FlH2AnaGCGIMEZmGk3fuDjVRGYwGGMQGO1g2QEyOLIXSo2q8jXJyAkijKRZ70X3BmEflJpGkqcSBGBs0Khb42KrEpnBAJRdLHoYWR9yT7UXkTWqTpKnEkSIgBSplqFnHWE/lJpG2hghCMDE7qlTaVzMGLuFMbaVMba1u7s79YPTicgMBqBMuvQwsj5SZP9NmmQsD+dhN1w1eKQ+jQShzGEutfE51XsRNiQQ4RBMNe1EpmNk0Khb42LO+Z2c8/Wc8/Xl5eUpHLK+RMpTgWCmkR5GlifSFZcMjqxP5CYA9ekiiDCizOFwRM9hNIURdkKKcAgmjwIi0zEyaDR94+JUE1n7BijSB5L2WB9Fnqp8HTI4osZOlkWSodFCxcgREYQ5iHSWBJTnHc1hhJ0QZQ6Hmk1nFDQSmY1hQaMVGhenGilC9gYADgdlGu2AFLEZwBijWlWLE7kJQJlGgggjSeEedgCVWBD2Q5TkCTWNtGlIZCpOIz/c7I2LU01kBgMIZhppwrU8E2THjNEkY2HkiM0dNWgUJbpPCUKMcE8FgkEjbagQNkGWOWQefu6r+yN0jROZimmNcDIBzjkiYgsIAk24dkDmiMogCwJNMlZGkjlYyNgoeIzOJ0FAlMMmIYBal2/ggAhCR9TnfKimkYztiAxn0qCRMbaIMfYyY2xv8PtVjLFvp35o9keKaM0AUKbRLijy1PD3dF6tjSyH71Pqp0rEkslzpChzuGJqGmmDjLAL6ryt1jQ6qK0MkeEkk2m8C8A3AAQAgHO+G4ppDTFDpFgjHNqltQWyHC1PFcgV19LEbu44BYEWDUQkGTlHSjIH5+EFNUBqGcJeBIILMmdInkqZRiKzSSZozOGcb445JqZiMJkGj9DKAyRjtAtyrMERLaQsTWQLFUC5T2kTgIggI+dIMegIHVnTSKoKwk6EM42x2XSjRkQQxpJM0NjDGJsPgAMAY+xqACdSOqoMgWSM9kSKMcJxUqbR0kS6pwJ0nxITyMg5Ur0HnDGqCro1CLsQkKJrGgGQGzqR0STjnvp5AHcCWMIYawNwBMD1KR1VhhAbXAj0MLIFEzJTFGRYGonzmEwjnU8iioycI9UF9YQsDN0bhE0IbYw4qK0MQQBJBI2c82YA5zPGcgEInPPh1A8rM+CxMkZ6GNmCCZkpCjIsC+dK3VZk0OgkuTERQabOkeozzRXxsHNQyw3CRqg1jbEOwXSNE5lK3KCRMfblOMcBAJzzX6RoTBmDthEOPYyszoTMFKMMslXRqmlxCAwi3acZT6bPkWpNY+S9wehZR9iI8MZIrHLIqBERhLEkqmnMD/5ZD+CzAGqDfz4DYF3qh2ZvOFeaxkbJU2mX1vJoZaYcAmWQrYp62hyx9ymdTyLD50hRmljTaOVn3R9ea8LZt7+KF/d1GD0UwiSEN0Yi5alkWEhkLnEzjZzz7wEAY+wNAOtUyQ1j7DYAz6RldDZGfeZEylOdDso0Wh2tIEMpnDdoQMSMUBcHLNKwihQBBGiO1Kr3cljUCKexaxi3v3AQMge+/thunLmwHNluh9HDIgxGVZS4SJ5KEACSc0+tBOCP+N4fPEbMAFXCE+meKjCSvVkddSEVfV7JHMKqhOSpsTJyWjQQYTJyjhQ13FMZs2bj80e2tsIhMPzftWvRPxrAq4e6jB4SYQJETbMn2jQkMpdk3FPvA7CZMfZE8PsrANybshFlCKHggnawbIV6/qJbbgg0yVgUdQE8IXNM55MIk5FzpKhlEmJB6TbnHM/t7cBp88tw0YoqFGQ58crBLly8strooREGI2qYPQm0TiMymGTcU3/EGHsOwJnBQzdxznekdlj2h2vJGGkHy/Kok4kjpkUDZZCtCQ8aHgiM7lNCm0ydI7V62FmxLr+p24vjfaP49Nnz4HQIOH1BGd470mv0sAgTEG9jhJ7/RKYyadDIGJsFoAfAE5HHOOfHUzkwu6MpTxWUHn+EdQnLUyMzU1Q4b1W071PrLYyJ1JGpc6RqEuIUorMwVnOW3HasHwBwyrxSAMDKukI8t7cDA6N+FOW4jRwaYTDqxojTEasIM2pEBGEsychTnwGg3iLZAOYCOARgeaoGlQloBxcs1BeIsCZq0C/QzqQt0Gq54RRYqNaFIJChc6T2glqRe1qJbcf6UZTjwryyXADAqtoiAMDetiGcsbDMwJERRhMye4rYGGHkUUBkMMnIU1dGfs8YWwfgcykbUYbANWqlqMDa+oTlqeFjlJmyLlo1qlaU4BGpI1PnSK0FtRV70m4/PoB1s4pD/TWXVucDAA53DlPQmOEE1Gy6g4zQCAJIzj01Cs75dgAnp2AsGUW8TCMtRq2NpGmEQ5kpqxLXPZU2d4g4ZMocqdZ7OSc0PrfOveETJTR3e7GipiB0rCTXjcJsF5p7vAaOjDADklYvUkbyVCJzSaam8csR3wpQmha3p2xEGYJWcEEyRusja2wGWHH3nVDQzDRS300igkydIwMhZ8noDRUrPeqO9IxA5sCCyvzQMcYY5pbl4kjPiIEjI8yAVt2uVeWpg2MBfP7v23GwYwh3fGg1zllcYfSQCAuSTKYxP+KPB0r9xuWpHFQmEHJPpQyGrVBPX2yLBitOMkREjSqLzhxL5FhFhMnIOTKUaYySp8JSc1hDp5JNXFiRF3V8XlkumrspaMx0xDgbI1a6xlVue2of3jvSC4Ex3PrYHvhEyeghERYkGSOc/ZzzRyIPMMY+BOCROK8nkkCrCbxVH0ZEGC23TaqBsC7hPo3hY6QIIGLIyDlSywjHavW+DV1eCAyYV54bdXxeeS4e39GGUb+IHHcyyyTCjqhlJRO8Jyx0jQNAY5cXT+xow+fPnY91s4px871b8XZjD963pNLooREWI5lM4zeSPEZMgVDQOEH2Zq2HERGNljyVNgOsi1btMbXGIWLIyDkynhGOpYLGzmHMKc2Fx+mIOj67VAkij/eNGjEswiSEM43R17jVHIL/tukYXA6Gm06fizMXliPf48TzezuMHhZhQeJuoTHGLgJwMYBaxthvIn5UAEBM9cDsjlYTeAcjGaPVkTVccSkzZV20XI6dgoAxiaQ9mU6mz5FiHGdJn2idZ11DlxcLYqSpAFBXnA0AaOsfw5Kqggk/JzIDVYIdW25ipflckjme3tWOC5ZVoSzPAwA4dX4p3jvSZ/DICCuSKNPYDmArgHEA2yL+PAXgA6kfmr1RnzlCpOyNMo2WRzszZa1JhggTlhtHn0+RzieR4XOkKk91RWYaLdT43C/KONozgoWVE4PGWjVoHBhL97AIE6E+56Mk2BYzQtt+vB+9I35ctLIqdGz9nGIc6x1F97DPwJERViRuppFzvgvALsbY3znntt81TTeawQVjJHuzOFpum05qpWJZNFvjWNQ9j9CXTJ8jtVtuwDLPumO9IxBljoUV+RN+VpbrgdspoLWfgsZMRsvsycFgKXnqi/s64HIwnL2oPHRs7axiAMDu1gGct5TqGonkSSRPfZhz/mEAOxhjE+4QzvmqlI7M5mjKGAVrOc8REwm5p1JmyhaomzhWlicRqSHT58iARhbGSlL8hi7FOVVLnioIDHVF2WijoDGj0cw0WugaB4DXDnXjlHmlyM9yhY4tCraYOdzppaCRmBKJbMG+FPz7knQMJNPQrGkUBAouLI6mKy7VqloWWcs9lTLHhEJGz5GSRhaGWajxeUOnF4wB88snBo2AIlFt7ScjnEwmFDTGGhZa5CLvHvahocuLq9bVRR0vzHahujALhzuHDRoZYVUSyVNPBP8+lr7hZA7qQ4ex6EwjLUatjZYrLtWqWhf1vLEYN1za3CEyfY7UysI4BOtItxu6hlFfnINst0Pz57VF2ThwYijNoyLMhLY81TpB43tHegEoxjexLKzMp6CRmDKJ5KnDACLvDBb8ngHgnHOyFJsBmrI3Cz2MCG24hjzVITBIVqqcJ0KoC2DHhNpjOp+ZTqbPkVpGOFbKwjd2ebFQQ5qqUlecjR6vH2N+KW5gSdgb7Uwj4LfIfL6puRe5bgdW1Ex8FC2uzMN9zb2QZB61DiWIRCTKNE6sDid0Q0v2Jgi0GLU6IbfN2GbwFllIEdGomzgTahrpfGY8mT5HahnhMIs860RJRnP3CM5eXB73NZEOqlp1j4T9ESUOgcX007bQ5v67Tb3YMLcETsfERglzy/LgE2V0Do2jpijbgNERViRRTWMIxtg6AGdA2UV9i3O+I6WjygA0ZW8WmXCJ+MRvuWHUiIiZoNVyg4xwiFgycY4MaGRhrFK/fbxvFH5J1nROVaktygFAQWMmI8o8SpoKWCeb3uP1oal7BB9aX6/58/oSJVBs6RuloJFImkR9GgEAjLHvArgXQCmAMgB/ZYx9O9UDsztasjdajFof7Wbw1phkiImopy3W2IjuU0IlU+dIUZLhFNiEel8r3Bqqc2oieWp1YRYAoHNwPC1jIsyHKMlRmXQguDFigfl8d+sAAGBtfZHmz+uLlU2R431k9kQkTzKZxo8CWM05HwcAxthPAewE8MMUjsv2hFozxLhyWeFhRMRHs6+fwEJSLsJaxJWnWmFlTKSLjJwjtWqhGLNG26jGBO02VCoKPACAExQ0ZixKpjH2GreGcmh36yAYA5bXFmr+vKYoG4wBLdRWhpgCk2YaAbQDyIr43gOgLTXDyRzC7qnhY05yZbQ8WnJGwUI29EQ04RpV2twh4pKRc2RA4nDF1Eo5GLNE4/OGzmHUFmUj1xN/39zjdKA0142OIQoaMxVRlifUA1rFIXhP6yAWlOchL8417nYKqC7IQitlGokpkEymcRDAPsbYv6HUa7wfwGbG2G8AgHP+xRSOz7Zo9WkUGAPnisQxUvJDWAeukUF2CNbYfScmoiUjd1KmkYgmI+dIZUEdPU8JFqnLb+jyYmHl5HWKVYVZ6BikTEymImlkGq1Q08g5x67WQZy1qCzh6+pKckieSkyJZILGJ4J/VF5LzVAyC1mj9k39WpL5hMmYsAZheWr4mEMQLLGQIiaiKSNnpAggosjIOTIgTTQJsYLplyRzNHZ5cZpG77pYqgqy0E7y1IxFucY15Kkmn887hsbR4/VhVRxpqkp9cQ7eauxO06gIOzBp0Mg5vzcdA8k0wvJUjaCR8+RsbQnToSVnpEyjddGSkTuoNQ4RQabOkaIkwxVrEiLA9PLUtv4x+MTEzqkqVYVZ2H68Pw2jIsyIsoE/UYJt9uf/gRNDAOLXM6rUFWejc8gHvyjD7UymWo3IdJJxT72EMbaDMdbHGBtijA0zxobSMTg7o5VpVOvgZJPv1BLx4RqyY3LbtC7xFAFm32km0kemzpFaRjhWkKce7hwGAMxPoo1GdWEW+kcDGA9IqR4WYUICQYfgSKzw/G/qGgGQ2B0YAGqKgg7BVLdLJEkyWwu/AnADgFLOeQHnPJ9zXpDaYdkfNTCMbrmh/G32BxIRH1WaFdunEbBG8TwRjaRR06hkGo0aEWFCfoUMnCMD8kQjHCs0Pj/cpQSNydQ0VhbQojqT0SoVEpj5n/+NXV6U5blRlONO+Dq6vompkkzQ2AJgLze75sRiqIFhpOxNDTTMPukS8QnVNEbcWepOJdXBWQ9ZS27MGESzrxqIdJKyOZIxdiFj7BBjrJExdqvGz7/MGNvPGNvNGHuZMTZb7zHEQ9TIwqhmbmamodOLmsIsFGS5Jn1tdaHS9LyD6hozkoDE4Yit22UwvRFOY7cX88qTyaQr1ze1lSGSJZnSua8BeJYx9joAn3qQc/6LlI0qAwi5MsY0gQcoaLQyXEt2rGYaTT7REBORtVqoBBuYk8sxESQlcyRjzAHgd1DcWFsBbGGMPcU53x/xsh0A1nPORxljnwXwMwAfmcnnJktA0qj3skD99uHOYSysnLyeEQCqCpVejdR2IzMRZa26XXNn0zlXjJ4+uKp60tdWFSqZRtoUIZIlmUzjjwCMQulDlR/xh5gBWq6MDgoaLY9Wn0YHZZAti6QlI1drj+l0EgqpmiM3AmjknDdzzv0AHgJweeQLOOevcs5Vz/xNAOp0+Nyk0FpQm72HqeqcuigJaSoAVFEmJqPRrNsVzN13uXfEj8GxAOYnkWksyHIix+2g65tImmQyjTWc8xUpH0mGEQ4uwscoI2V9wi03tF1xCWsha8mNHeFNgNgFBZGRpGqOrIUifVVpBXBygtffDOC5FIxDk3hGOGaev473jSrOqUlmGvM8TuR5nJSJyVACkgyXxeSpTV1eAMCCJIyeGGOoKsyimkYiaZLJND7LGLsg5SPJMGSt4IIyUpaHJ8ogS3RerYaUwOWY7lMiiOFzJGPsegDrAdwe5+e3MMa2Msa2dnfr05dNa0Ftdqdo1Tl1cZJBI6BI+ChozEy0NkbMfo03dicfNAJKL9ITg2OpHBJhI5IJGj8L4HnG2Fgm2YmnGkmjplEgearlCWcaw8co02hdtGoayeWYiCFVc2QbgPqI7+uCx6JgjJ0P4FsALuOc+2J/DgCc8zs55+s55+vLy8t1GBogShrOkiaX7h3uUILGZBfUgLKopprGzCQQ7xo38UXe2OVFtsuB6qAz6mTQpggxFSaVp3LOqX4xBWguRhnJU62OVk1juP8mnVeroaUIoEwjEUkK58gtABYyxuZCCRavAXBd5AsYY2sB/AnAhZzzrhSNQ5OAzJEzoeWG8rcs8yjHYbNwuMuLuuJs5HqSqcxRqMj34EjPSApHRZgVKU5bGTOv0Zq6RzC/Ijfp+6+6MAudwz4qtyCSIqknJ2OsGMBCKIX+AADO+RupGlQmoGnlT5lGy6PlnuqkTKNl0VIEkMsxEUsq5kjOucgY+wKAFwA4APyZc76PMfZ9AFs5509BkaPmAXgk6OR7nHN+2Uw+N1lESYZLQ7oHKPObAPMtQBs6h7FoCtJUACjL96DH6yO35AwkIMkT5akCM/Vc3tTlxfo5xUm/vqowG5LM0eP1hfo2EkQ8Jg0aGWOfBPAlKNKYnQBOAfAugPeldGQ2R9OVkRajlkc9r7EtGgBFzkVYC/WU0X1KxCOVcyTn/FkAz8Yc+27E1+fP9DOmi2bj84gNsuRzeekhIMlo7h7BOYsrpvR7ZXlu+EQZXp+I/CR6OxL2Qck0apg9mbRN76hfRNvAGK4pr5/8xUFUGWvH4DgFjcSkJFPT+CUAGwAc45yfC2AtgIFUDioTCGcaw8eo9s36SFrnlWTHloVrnE9yOSZiyMg5MiDJcE5wllSl+EaMKDHHekfgl+Sk222olOcrvRq7hzXLRQkbI8ocjlizJ8G8z/7mbkVGPaWa3WCvRjLDIZIhmaBxnHM+DgCMMQ/n/CCAxakdlv3RbBpOtVKWJyRPjTivkS0aCGuh2UKF7lMimoycI0WNTKNa/mXGRfXhTsVVcsry1DwlaOzx+nUfE2FuRHmiBFtg5pWnNgbbbcyfQtBYGZFpJIjJSEZB0soYKwLwJIB/M8b6ARxL5aAygVCtlIbszUy7tJxzPLKtFb1ePz5xxhx4nA6jh2RqtIIM2gywLlotN0ieSsSQkXOkKPG4mUYzLqoPdw6DMSTV9DwSNWikTGPmIUravUg5hylrXJu6vXAIDHNKc5P+ndJcN1wOho4hur6JyUnGPfXK4Je3McZeBVAI4PmUjioDUNeb0UY4yt9mmnCf29uBrz26GwDQ0j+KH1+50uARmZtQ0KgVZJjovBLJodlPlYJGIoJMnSMDkqxZ7wWY0yn6cOcwZpXkINs9tY1PVZ7a46VFdaahZNNj5alqeQLgMFfMiMYuL2aV5MDtTEZEqCAIDBX5WeiktjJEEkypVp1z/nqqBpJphBej4WNmzEj9/rVGLKrMw6nzSnHfpmP4zFnzMas0x+hhmRY1LqRm8PZA1jiftAlAxCOT5kgteWqo5YYJb43Dnd4pS1MBoDjHDYFR0JiJiJIccstWUb81Y4uKxi7vlDPpAPVqJJIn+e0IQlcSyd7MUg/S2OXF3rYhXLNhFm45ez44B57e3W70sExNuE9j+JjThLJjIjkkjc2dsIzcHPcpQRiBlhGOWbPwPlHC0Z6RKZvgAMq/qTTPQ/LUDESU4jsEm2WdpiJKMo72jkzJBEelqoAyjURyUNBoEFpGOOqEa5bWDG839gAA3r+sErVF2VhdV4hXDqa1f7Tl0DROUc8rRY2WQ+YcjCGqdkWtQxZNtjAmiHQSkGR4YmRw6oKam2xBfbRnFKLMp5VpBJS6Rso0Zh6izCdkGs1qhHasbxQBiU8raKwsyMKJwXHT3beE+aCg0SA0a6VM1pphU3MvaouyUV+iyFE3zCnBnrZB+EUKfuLBNTLIZt2ZJCZHknmUWRUQ0YvOZIsGgkgnAYnD5bCGEU5D1zCAqbUiiKQsz41uck/NOERZTlDTaK5rXHVOnc41Xl2YhbGAhKFxUe9hETYjbtDIGBtmjA1p/BlmjA2lc5B2RG0Cb1ZXRlnm2NTci1Pnl4aOnTS7GH5Rxv4TdPrjoZ5X7RYNRoyImAkS51GmRoD5NncIY8jkOVKSebDxecyC2qRZmIZO77ScU1XK8z3oIXlqxiHKfELLDRYyezJiRPEJtdsoT945VaUy2KuRJKrEZMQ1wuGcT0/HQSSFrFH7JpjIYKOx24v+0QBOnlsSOra8phAAcKhjCGvqiwwambnRqmkkeap1kTUyjQ7qu0kgs+fIQHAHzOXUzsKbYAqLorFbcZXMck2vZVR5ngfdXp8p2ywQqUGSOTgHHLF1u6oRjsku8qYuLyoLPMjPck35d6siejVOV8JNZAZJy1MZYxWMsVnqHz0+nDF2IWPsEGOskTF2q8bPv8wY288Y280Ye5kxNluPzzUDiWqlzGCwsbdtEACigsPa4mx4nAIagk2SiYlwziHEnlcywrEskowJDnlmzaYQxpKKOdKs+INBo3uCPFX522z3RmOnFwunKU0FlEyjX5RJvpdBqBsjsUY4ZpWnNnV7py2/DgWNlGkkJmHSoJExdhljrAHAEQCvAzgK4LmZfjBjzAHgdwAuArAMwLWMsWUxL9sBYD3nfBWARwH8bKafaxa0aqXMJE/d2zaELJeAeRFyHofAMK88D43dFDTGQ5J5lDQVMGf/Tc45Ht7agu89vQ/tA2NGD8e0yMFNgEjMdJ8SxpOqOdLMBIJ17RPkqSZcUIuSjOYeL+bPIGgsy6NejZlGIM7GCDPR5r4K5xxN3SNYME35dUWBcn1T2w1iMpLJNP4AwCkADnPO5wI4D8AmHT57I4BGznkz59wP4CEAl0e+gHP+Kud8NPjtJgB1OnyuKZA5JtRKCSaqldrXPoglVQUTsizzy3PR3D1i0KjMj2YNXFDeYqZJ5okdbfjao7vxl7eP4oY/b4ZIBZeaaPXiMqvZx9B4AL95uQH/3t9p9FAyjVTNkaYlEHT4jm0izkw0h6morpILK6YvuwsFjVTXmDGo17grTqbRTM//jqFxeH3itDONWS4HSnLdlGkkJiWZoDHAOe8FIDDGBM75qwDW6/DZtQBaIr5vDR6Lx82Is3vLGLuFMbaVMba1u7tbh6GlHq0MhiqDMNrKX5Y59rcPYUVtwYSf1RXnoH1gjLIsceAcEzPIJmvRIEoyfv7iYaypL8LvP7oODV1ePLWL+m9qIfGJQaN6n5pNbvy1R3bjF/8+jFvu34qtR/uMHk4mkao50rSEahrjGuGkfUhxUQ1CZipPBYBuyjRmDOG6XfObPR3uVJ1Tp78xUlmQhU7KNBKTkEzQOMAYywPwBoC/M8Z+DSCtqSbG2PVQJuHbtX7OOb+Tc76ec76+vLw8nUObNppW/iZ5GLX0j2LYJ4aMbyKpK86GKHN0DdPDRQtFnhp9TK2jN/q8qrzV2IO2gTF85ux5uGhFFeaU5uCx7a1GD8uUyBpyYyG0CWCelfHetkE8v68Dnzl7Pkpz3bjrzWajh5RJGD5Hpht/KGjUluKbKdMYcpXUIWikTGPm4I8jwVanAxNd4tjfrpg1L6ueuNGfLFUFHso0EpOSTNB4OYAxAP8N4HkATQAu1eGz2wDUR3xfFzwWBWPsfADfAnAZ59w2T2xZU8ZoDmnPgRPxH0C1xdkAgLZ+qoPTQpLNe15VXjnYhWyXA+csrgBjDJesqsG7Tb0YHA0YPTTToSVPNdv5BIB73zmKPI8Tnzt3Pj6wvApvNvTAJ0pGDytTSNUcaVomq/cyywYZADR0DqOmMAt5nrhm8ZNSlO2CQ2CUacwg4l3jZqxpP3BiCLVF2SjMmbpzqkpVYTa13CAmZdKgkXM+wjmXOOci5/xezvlvglKcmbIFwELG2FzGmBvANQCeinwBY2wtgD9BCRi7dPhM06CVwTCLtKcpWLOopY+vKwoGjWSeognXkjOaaJLhnOO1Q904bX5pyH7+zIVlkDmwmSSNE5C4ee9TlTG/hOf2duCiFVUoyHLhnMUVGPVL2HF8wOihZQQpnCNNS7wsjBl7mDZ0ebFghm0EBIGhLM+Nbso0ZgzhmsY4QaOJrvH9J4awdAZZRkBxUO3x+mmzkUhIMu6pVzHGGhhjg3o2LuaciwC+AOAFAAcAPMw538cY+z5j7LLgy24HkAfgEcbYTsbYU3HeznJo1UqpMkajDVOauryoLsxCrsbOrJppbKVMoyZaQYZZZMcA0D44juN9ozhzYVno2JpZRfA4BbzXbOt17rTgPHxfqphtp/mlA53w+kRctU7xCVs7qwhAuG0OkVpSNUeamXj1XqE5zBy3BmSZo6l7Zu02VMrzPejx+nUYFWEFAnEk2Op8zk0SNI4HJDR3e7GsemYbI1WFigS7a4g2Roj4JKPX+BmASznnB/T+cM75swCejTn23Yivz9f7M82CJEOjNYM5drCaur2YH8e6OcftRHGOizKNcUh4Xk2wktrdMgAAWDOrOHTM43RgaXUB9rZTkBGL2VvjAMCrB7tQkuvGyXNLAChOj5UFHgoa00fK5kiz4heD7qkT+jSa695oGxjDeEDWJ2jM81CmMYPwx9sYMZnS5FDHMGQOLKuZWaaxMtirsXNoHPUlOXoMjbAhydQ0dmbSZJguuFb/NxNMuGq/n/nluXFfU1mQhS7SvmuiyFOjj5mpRcPutkG4HAxLY3Yll1YX4MCJYdPsnpoF7RYq4Z8ZDeccbzT04IwFZVHjXF5TiAMnhg0cWUaRcXNkqN7Lqb2hYpbnSEOXcg9MtxVBJGUUNGYUai/SiTWNyt9m2RgJe1BMNC6cClWFStBIZjhEIpLJNG5ljP0DwJMAQk9MzvnjqRpUJpDIYMPIh1HXsA9en5jQaa6iIAtdNHlqImnUqqotGswwyexuHcDiqnx4nI6o48tqCvDg5uM4MTiOmmDdKqHI2+K5HBstIweAgx3D6PH6ouTGgNJP9e3GHqV2OnZ3itCbjJsj47XcMFumsSHUikAveaqP7qkMIV5No5n6aQNKPWOex4m64pnN29UFyu93UNsNIgHJBI0FAEYBXBBxjAOw7YSYDjQNNkwQNDZ1K5PsvLIEQWO+B4c7KIuhRWLjFOMnmcOdXpyzaGJbGjWzfKRnhILGCLQ2d5zBwi0znM93m5Q61NMXRAeNc8py4RNlnBgaRy2dz1STcXNkPCMcM6kqAMUEpzzfg6Ic94zfqzzfA1HmGBwLoDh35u9HmJvJahrNEjTuax/C0ur8GW9kFGQ7keUSKGgkEjJp0Mg5vykdA8k0OIeGEY7xDyPV4Ka+JP5CsyLfg27acdXErOcVAAbHAuge9mlmkWeXKkHjsd5RnL4g3SMzL7KWsZGJ5El72gZRke+ZEOjPDZ7Poz0jFDSmmEycI/1xMo1heWrah6RJQ5cXiypnnmUEFHkqAHR7fRQ0ZgCTXeNmeP6Lkox97YP46MmzZ/xejDFUFWSRPJVIyKRBI2PsNxqHBwFs5Zz/U/8hZQZaTeDNkJFqDxrcqPp2LSryPZBkjt4Rf6jpMaGgdV7N0nKjOZhF1jI5qirIgtsh4FifrXuST5mEMnITrIz3tA1iVd3EWpY5ZeHMcWwWktCXTJwjVeneRCMc5W+jn3WAUlfZ2DmMD62vn/zFSaDOdd3DPiyaYQsPwvyE63ZjHYLNsQkMKMqh8YCsOQdMh8qCLOrVSCQkGSOcLABrADQE/6wCUAfgZsbYr1I2MpujbbBh/GK0fWAMFfmeCTVvkVQEXba6hunhEovWeRVMEzQqAeE8DZMjh8BQV5yNlr7RdA/L1EgcE+9TE2zuAIDXJ6Kp24uVtUUTflZVkAWPU8DRHtoESAMZN0daYUHdPjiOEb+kSz0jEB00EvYnXt1uuBdp2oc0gV2tAwCA1XVFurxfdSFlGonEJFPTuArA6ZxzCQAYY38A8CaAMwDsSeHYbA3n5jTYaBsYm7SmrbIg2M9n2Ifl6RiUhdA6r2YJMpq6vXAKDLPi2GnPKs3BsV4KGiNRjHCij5lFnrSvbRCcQ3OXWRAYaouz0T5IrXHSQMbNkVao92roVOru9Wi3AYTlqT1eChozgYCoGuHEXuPK30Y//wHF2K4w24XZpfq0yKgszELnoA+cc7CYdQxBAMllGosBRD51cwGUBCdIenpOEy2XzfBi1IgRKbQPjKN2Eheuinwl09hNTWAnkPC8mqD/5uzSnAk7pyqzSnJwnDKNUZjV5RhQpKkAsKJWW5pUU5iNtgHaNU4DGTdHhoxwnNpZGDP0sGvsUuT4eklJC7KccDsFyjRmCGpN4wQJtmD85r7KzhalPEGvAK+qIAt+SUbfiF+X9yPsRzJB488A7GSM/YUx9lcAOwDczhjLBfBSKgdnZyR5ouwtvINlzIwryxxtA2OTGmeoMh2Sp05E67w6TDLJKP034++6VxVmYXhcxKhfTOOozI2WG65ZJHgHO4ZRnu+JW1dcU5SFEwOUaUwDGTdHxl9QK38bfW8ASruNsjy3bqY1jDGUU6/GjCGuPFUwhzx1zC/hcOewbtJUAKguVNZ+J8hBlYhDMu6p9zDGngWwMXjom5zz9uDXX03ZyGyOVhN4xhgcAjMsI9U74odflCcNGrNcDhRkOalXowZa51XdfRcNnGVEScax3hGcv7Qy7muqgrWqnUM+zC1LRrluf2SZT6jbMovcuKHLm1B6V12YjW6vD35RnvBvIPQjE+fIsHQvTg87o1fUAA53DetWz6hSHnQOJ+xPKGiMrdtVN/cN3hjZfLQPksyxfk6xbu+p9nps7R+Nq2AhMpu4KwnG2JLg3+sAVANoCf6pCh4jZoBWBgNQFqRGSXtU59Rk+vRVFGShi+SpE0iYmTJwIdXSP4aAxEP9GLWoDAaN1KcpjMTjy1ON3ATgnKOpy5twUVxTlAXOQW54KSKT58iAJMMhsLj3htExoyRzHDwxjKXVBbq+bxllGjMG1SE4bt2uwRf52409cDsEbJxbott71hcrtZEtfaRQIbRJlE74MoBbAPxc42ccwPtSMqIMQav2DVDkPUZJe9qCQWMyfd0q8j3oJHnqBOKdVyMzyADQFKzv0erRqFIZyjTSeVWRE9SoGrlo6BzywesTEwaNkVKj+jjmR8SMyNg5MiDJExbTgHmyMEd6RjAWkLC8Rt9sSXm+Bztb+nV9T8KchOp2BW15qtFKkzcberBudhFy3PqpggpzXMjPcqK1n7wNCG3iXm2c81uCf5+bvuFkDlpN4AE102jMw6h9CkFjeb4H24/T5BlL3PMqMEMzU809waCxLHFNIwCy3I5AM9OoylMNXBirJh8LEtSoqoqBE+SgmhIyeY70S7KmoZZZsjD72hWTqOU1+mYay/M96B3xQ5RkOOMYihH2ICDJcApMw3vC+Jr2Hq8PB04M4asfWKz7e9cX56Cln+YMQptE8tQNjLGqiO8/zhj7J2PsN4wx/fLhGYpWE3hAkTIaFTS29o8hz+NEQfbkO1eqIQA3geGBmYh3Xh2MGbqQauoaQVmeG4U5rrivyfM4kedxUqYxAkmGptyYMWMXxo1dSjuByeSpQFhBQOhLJs+RAUmeYIIDRMpTjZ0X9rcPwe0U9K9pzHODc6BvlNwl7U5gso0RA6/xtxt7AABnLCjT/b2pXzORiERbZX8C4AcAxthZAH4K4D4AgwDuTP3Q7E3cmkaBGfYwah8YQ01RVlL2zeX5HowHZIz4pTSMzDokOq9G2tA3dXsxL0FWSqWiwENBYwSyPNHYCFA2AYzMHDd0eVGQ5YzrnAoAOW4nCrKcVKOaOjJ2jvSLiRfURkv39rUPYXFlftz2QtNFvd+ortH+BCSuKcE2Q2u0txt7UJjtSolZTX1JDlr7xyghQGiS6Inq4Jz3Bb/+CIA7OeePcc6/A2BB6odmb7iG7A0AnAbKGJNpt6FCk6c28c6rkZsBANDcM5LQBEelqiCLgowItOSpQFARYLA8dUFF3qQbPFWFdD5TSMbOkQGJw+XUvi8AY7MwnHPsax/EMp1NcACa9zIJv6TtOq3uQxh1jXPO8VZDD06bX6o5N82U+uJsjAUk9FKvRkKDhEEjY0zVKZ4H4JWIn5Ef/wyJa4RjoIxRyTRS0DgTEhnhiAb13+wf8aNvxI95CeoZVaoKstBJrrghtIxwABPIjbsTO6eqVBZkUeY4dWTsHOmPJ08NSffSPaIw7YPj6B8NYHltCoLGPEXyTfOe/QnEyaYzg+WpR3pG0D44jtNTIE0FgLqQgypJVImJJAoaHwTwOmPsnwDGALwJAIyxBVDkN8QMkPjEJvCAKmNM/8No1C+ifzSQdNBYlkdBoxbxzqtgYCuVkAlOxeSZxvICqlWNJF6m0Wmg3Hhg1I8erz+poLGqIIuMjVJHxs6R8eWpyt9GylO3HlWSv+tm6de/TqWiQJn3qEex/YlX02h0n963gvWMZy5MTdCoOm2TGQ6hRSL31B8xxl6G0n/qRR5eRQoA/jMdg7MznHNoyOWV4MKABftUnFOByEwjLUgjiXdeHYJxxinN3SMAgLlJZBor8rPgl2QMjgVQlONO9dBMjyTz0CIhEsWwypioMeScmkzQWJiF7mEfuT2mgEyeI/2iDI/LMeG4umFm5KbTlqN9yPM4de/RCABZLgeKc1zkSJwBTFbTaNS+yFsNPagrzsasFLVRqitW1oDUdoPQIqGEhnO+SePY4dQNJ3NIJGM0IrhoG1CCv9ri5ILG4hw3HAJDt5d2XCOJd16dgmBYDVxzzwicAkN9Eue2Ij+8k05BY1CeGk8RYND5VIPGhRX5k762siALMgd6vP5QSxVCPzJ1jhwPSPBo1HuZwQhn69F+rJtdnJJ6LwCoKszGiQHaLLU7Sk3jxI0RdXo3Yp0mSjLeberFJaurkzIsnA65HidKct1o6aONEWIitPVsEFLCxWj6x9PWP7VMo0NgKM11o2eYiqUjiXdeBcG4hdSR7hHMKs1JKtOkZpC7qK4RQFCeGqf22Ch5akOXF1kuIal7taqAem8S+uMTZc2gMdzDNN0jUhgcDeBQ5zA2zNZfmqpSU5iFE2QuZXuUtjIJ3FMN2DTc1TqIYZ+IMxaUp/Rz6ouzKdNIaEJBo0HIcRejxuxgtQ2MwiEwVBYkn40oz/dQpjEGzqF5Xh3MuP6bzT3epExwgMhMIy2KgGCfxjg1jUbJjRu7lPOpNa5Y1OwiOagSeuITZWRpylOVv42Sp2473gfOgfVzUtcms6qQ6oQzATPWNL7d2APGgNPml6b0c+pKcsgIh9CEgkaDkHl4go3EKQiGuGy2D4yjqiBrSpKe8nwPGeHEIHGueV6NkjNKMsfR3lHMS6LdBgBUBDcNyOhBQeZx+jQa2BpHbbeRDOomEDmoEnriE80pT91ytB8uB8Oa+qKUfUZ1YRb6RvwYD1CPYjsTELm22ZOBdbuvHerCippCFOemtnSkrjgbbQNjhjqEE+aEgkaDiGflLxjkytjWP5Z0PaNKeR4FjbHEbdEgMEgGaLbaB8bgF2XMK0suaMzzOJHjdtB5DRLfCMcYy/VRv4i2gbGkg8bSXDdcDkaZEUJXfAEZHo16L6NNQrYe7cOK2kJkuyeOTS+qCpV5kjZi7I1fkuHUkKcatTHSPezDjpYBnL+0MuWfVV+cg4DE0UmKIyIGChoNIp6Vv8OgxWjbwFjS9YwqZfke9Hh9tBsVgRyvGbxBrrhN3Yppyrzy5IIMQJGoUqZRQZa5puGAUXJj1Ql3YZJBoyAwVORnoZPkqYSO+EQJWS6tHnbK30bMYeMBCbtaBrEhhdJUQMk0AqC6Rpuj1O1qbIwYVLf78oFOcA68f1kagka17QaZ4RAxUNBoEPFqGh2CkPbFqCjJ6Bgan3LQWJ7ngShzDIwFUjQy6yFxc7niHulR220kl2kEFNlxF+2iA4i/CWCU3LihaxhAcu02VCoLPJRpJHQlbqbRQHnqnrZB+CUZ61NoggOEg0aqE7Y3PlGCR2NjxKi63Wf2nEBdcTaWVk/umj1T1LYbVNdIxEJBo0HIMjQzGE6Bpb2msXPYB0nmU5enBk1TesgMJ4QsI07LDWOCjObuEeRnOVGWl3wNREV+FslTg8RXBBgjN27s8sIhMMwuTX4TgIw7CL3xibLmgjosT03/vbHlaB+A1JrgAGFzqXbq1WhrlI0Rc9TttvSN4s2GHlx9Ul3KWm1EoiYQWvvpGieioaDRICRZ22DDKTCIaV6Mtg8oD4aaqWYag0EjBRhh4hmnKLWqxmQa55XlTmmiKSd5aoh4mwBGyY0bu7yYXZoDt8ZiJh6VBSRPJfRDkjn8kvaCWn3OGKGq2HKkDwsq8lCSYpOQHLcTxTkuku7ZnLjyVANabjy4+TgYAz60vj4tn5flcqCywIPjlGkkYqCg0SCUDMbE/36nI/3BxVR7NKpQ0DgRKZ4RjmE1cN4p1TMCQEWBB16fiFG/mKJRWQcpgXuqEQvjxi4vFkzxfFYVZGHEL2F4nGTkxMzxi4oSRqvlBmCMdFuUZGw52o+Nc1ObZVSZW5aLo0HpP5Feuod9eHDzcYz4Ujs/xavbFdK8MdI97MNf3zmKi1dUT3mNNhNml+biWC9d40Q0FDQaRLxMo0MQEEh30BjKNCbfoxGgoFELmXPN/nlGZBpHfCLaB8eTdk5VqchXrgM6r/HdU42QGwckGcd6R6dUzwiE5XTk9mg9GGMXMsYOMcYaGWO3avzcwxj7R/Dn7zHG5qR6TD5RaTWhlWkElA2ydO+n7GodhNcn4vT5ZWn5vLlleaF6cSK93PrYbnzj8T341hN7Uvo58TKNQsjsKaUfH+L/XmmAT5TxPx9YnJ4PDDKvLJeucYMZD0iG9byNBwWNBiHJHE6NTKNLYJDSXNPYNjCGklw3ctzOKf1evscJj1NAN9U0hpA54gcZaV5JHepUTFMWV02tcF7dDMh0iaq6k2yWTYCjPSMQZT7loFHt1dgxmNnn02owxhwAfgfgIgDLAFzLGFsW87KbAfRzzhcA+CWA/5fqcY0HlPlJa0ENKA6q6c7Cv9PYAwA4NcVNz1XmleeiY2g85dkuIpqBUT9eOdQFAPjnrvaQO7jecM7hF7Ul2CF5ahqu8aM9I3jgveO4dmP9lMzs9GBOWS56R/wYzFCjQ845GjqHDfv3HzgxhA0/egnX3LkJASP68MWBgkaDiCtjNKCmsa1/bMpZRkCpXymjXo1RKOd14nEjJFuHOpSgcUlVwZR+r0INGocy+7yq50vT5dgAufHhTmWBtKhyapsAVWrQSJlGq7ERQCPnvJlz7gfwEIDLY15zOYB7g18/CuA8lmKnDDXTqCXdA4LS7TQ/695u6sGy6oKU1zOqqOoNysSkl23H+sE58Nvr1sLBGB7afDwln+MLSrC1zJ4YY8rGSBqu8TtePASXQ8AXz1uY8s+KRQ1SM02GPeoX8Y8tx3HZb9/G+3/5Bs78f69gd+tA2sdx95tHMDwu4r0jfbj7zSNp//x4UNBoEHGNcBwMYpoXo+3T6NGoUp5PQWMkshxHnsrSXwN3qGMYOW5HyD47WUJBowUa+24+0ofzfv4a7t90TPf3lkyWaTzcOQyBTa3dBkDyVAtTC6Al4vvW4DHN13DORQCDACak2xhjtzDGtjLGtnZ3d89oUKEFdZxMo8AY0rkxPjQewLZj/ThjYXqkqQAwP3gPHg6qOYj0sPVYP5wCw3lLKvH+ZZV4bHtbSp7Dk13jigQ7tc//zUf68K/dJ/CpM+eGSkbSSShozKC6xuf3nsCpP3kFX39sD8YDEr558RIUZLvw6fu3oX/En9axvN3Yg0tX1+D8pRX4/WuNplE1UNBoEHGNcNLcp5FzjraBMdQW5Uzr98vzPdRyIwIpTv9NI2rgDnYMYWFlvmbQk4jiHDecAjO9PHU8IOFrj+5CU/cIfvrsgVAGRC/URYFWyw2nAdmUhq5hzCrJiWtAEo8slwOF2S7qK5fBcM7v5Jyv55yvLy8vn9F7+ULyVO3lg5CmLIzKywc6EZA4PrC8Km2fOb88DzluB3a3DqbtM1PNv/d34of/2o+3G3ui6qi8PhFDJjHR2nasH8trC5HtduDCFVXoG/GnJAs0Wd1uqjdG+kb8+OKDOzCnNAe3nD0/dR+UgFklOWBMaduVCbzT1IMvPLADc8py8chnTsWL/30WbjlrPv54/Uno9frxlUd2pW3jv8frQ8fQOFbXFeKz5yzA8LiIf+1uT8tnTwYFjQaRsOVGGmsaB8cCGPVL05KnApRpjEWUORwO7cxUOmXHnHMc6hjGkilKGQFlrOX5HlPLUwOSjC8+uANHe0dx42lzMOKXsO1ov66foW7eaMpThfQrAg53erFwGucTUCSqJE+1HG0AIj3264LHNF/DGHMCKATQm8pBjYfkqfHdU9MZND63pwNVBVlYW1+Uts90CAwragqxywDZWir4/WuN+NR9W3H3W0fw0bvfw7V3bcLdbzbj83/fjnU/+DfWfO9FfOuJPYY6aouSjD2tg6HzfNbCcjAGvNnQo/tnTboxIqRuY0SWOb7y8E70jfjx2+vWIc8zNa8JvchyOVBTmG3pTGOP1xcyeow9vrdtMLQ50DE4rgTpZbm4/+aN2DCnJNQ+aEVtIb59yVK8crAL//WPnXh6VzsaOodTGkDuax8CACyvKcS6WUWoKczCqwdnphDRC2OuxgyHcx4MGrWLrNMZXKjNW6cqYVQpz/Ogb9SPgCTDpRUFZxhyHLfNdMhZIjnaO4r+0QBWT3MhVZHvMbXB0R0vHMKL+ztx26XLcMXaWvz1naPY2z6I0xboJ1FT927MIDf2izKO9ozgA8srp/X7lYVZJE+1HlsALGSMzYUSHF4D4LqY1zwF4AYA7wK4GsArPMV2e6EFdZyaRiGN9b4jPhGvH+7GtRtnTVlRMVNW1RXivk3H4BflKfVNNZqh8QDufL0ZvSM+nL6gDFuP9uOv7xzF5Wtq8OMrV+KRrS347atN2NR8AGV5HnxkfT04OP7+3nFsPdqPP1y/bsptnPSgsduLsYCENcE5rTjXjXlluSnJ9oZrGhPIU1N0jd/9VjNePdSN71++HCtqC1PyGckyrzwXDZ2pMRtKJZxz3PHiIfzhtSbIHFhWXYBPnz0PG+aU4FcvHcbj29sgyhwFWU6ct7QSm4/0YdQv4cFPrUNBlmvC+33slNloHxjHn986gqd2KRm/+pJs/PCKlTh70cyUG1rsbVOu6WU1BWCMYePcEmxq7tP9c6YDBY1xaOr24ksP7cAnTp+Lq9bV6fre6rNGU8boENKawWgN9WicvjyVc0VOobo0ZjIS53BqLF4caa5V3X5MybqdNLt4Wr9fnu8JXRtmwydKuO/dY7hybS1uPH0uAGW8h3We3MJGOBN/lm5joyNB59SpmuCoVBV4cPDEkM6jIlIJ51xkjH0BwAsAHAD+zDnfxxj7PoCtnPOnANwD4H7GWCOAPiiBZUqZVLonpK/lxquHuuATZVy0In3SVJUNc0tw91tHsO1Yf9pcW2eKJHN84i9bsO14P/I8Tjy4WSmZvfG0OfjuJcsgCAw3nj4XHz1lNgbHAijNdYcyLh9YXoUvPrgDl/7fW/jRlStxxdrY8trUsqtlAACiNkJX1BZi8xH9F9PjgSTkqSl4/h84MYTbXziEDyyvxMdOma37+0+VFbWFuPvNZvhEKW59pxl5aEsLfvdqE65aW4vltYV4cPNxfOmhnQAAt0PA9afMxkmzi/HKwS68eqgLs0py8H/XrY2r5GGM4daLluC/zl+Ixi4v9rcP4Z63juDGv2zGV96/CJ8/dwH8kow7X2/GGw3dOHdJBT5z1vxpb2Ttax/ErJIcFGYrAeyK2kI8ubMdPV4fyvI803pPvaCgMQ4//Nd+7G0bwg/+tR+Xr6nVrGuaLiHZWxx5ajprGlv6RgEAs0qnHzQCSk+/TA8aZZmDc+3MVLrP67bj/cj3OLFwiqYpKuX5WdhxfEDfQenErpZBjAWkqIXioso8NHTpHDSG7lPjXY5Vw42FFdOXp/Z4fRAlGU5SBFgGzvmzAJ6NOfbdiK/HAXwonWNSszDx5KlCGltuPLG9DZUFHqyfU5KWz4vk9AVlcDkYXjvUZZmg8V+727H1WD9+dvUqXLW2FluO9sMhKJmMSFwOYcLi9MyF5Xj2S2fiSw/uxH/9Yyf+8FoT5pblYu2sIpy+oAzLqgsgCAw9Xh/ufvMIXtzfgf4RP06ZV4rvXLIMNTNsTL+zZRAFWU7MiVirrKwtxD93tqPX60OpjovpsBFOgo0Rna/xgCTjv/+xE4XZbvzkqlVIsQlyUqysLURAUkpdVtUVGT2cpGjq9uL7T+/HGQvKcMeHVkMQGG46bQ5eOtCJgx3DuGx1DeYETX4uXV0zpffOcjmworYQK2oLcenqGtz6+G7c8eJhvHG4B91eH470jGBeeS5+9vwhNHZ5ccfVq6cVOO5rH8KK2rDr/bKagtDxVGQ2pwIFjTHIMse7zb149VA3VtYWYk/bIPa3D2FlnX4ygbDBhrY8NZ09WY73jaIw2xXa0Zgq6sRCdY2JWzQ4BSGtQcb2Y/1YO7t42jtdFfke9I6YU3asBlCR9+T88jw8sT223GtmqPep1v9huuXGDUHn1Hnl0+vVVVmYBZkD3V4fqgtntngjMpvJsjCOFGVhYuke9uG1w9341JnzdN3UTZY8jxMb55bg3/s7cetFS0yxyE9EQJLxy38fxpKqfFy9rg6CwKYc7FYXZuOBT52Me946gnebe3GocxjP7+sAABTluLC8pgDbjvXDL8o4a1E5Ns4pwdO72nH1H97BA586JbRYT4bxgAS3Qwg9f7ce7cOaWcVR/8+Ri+mzdFxMh7Pp8et29b7GH9p8HAc7hvHH609KW+uYyVgZlMfubh20RNDoF2V86aEdyHIJ+PmHwwGbIDBcsLwKF+holpXtduBXH1mDtfVFuPfdYyjIduEvN23AOYvK8ZuXG/HLlw4j1+3E9y9fPqVnw9B4AMd6R/Hh9eFy9qXBtmmHO4YpaDQTLX2j+PCf3sWJwXHUFWfjN9euxbl3vIadLf26Bo1igkyjy5HejNTxvlHMKplelhEIt2cwc/1bughlpjT0jC5H+jYDhsYDONQ5jItWVE/7PSoKlPPaY8Igo21gDE6BRdmQ1xVnYzjo8qdVkzAdJjPCSed9erjTizmluVN2TlUJ9WocHDfd+VTpGhrHu829uHhltek2Kogwk7bcSJMRzpM7lHYLV5+UXplkJJetrsHXH9uDnS0DWDtreqUA6eKxba042juKuz6+fkb1n06HgE+fPR+fDrp6dg6N452mHrzT2Iv9J4Zw2eoa3HLW/FBroI+dOhvX3/0errtrEx757GkJ23vJMscze07g4a0teKepF7NKcnDfJzbCITA0dHmjFtJAeDF9sEPvoHHyul09H//D4wH86qUGnDy3ZNp166mgrjgbZXkebD7Sh+sNlssOjgXwx9eb8OyeE9gwpwTfuWTZhGTHz188hL1tQ7jzYyelRfnGmCLnVstkVL543gKM+kX86Y1mFGQ78dUPLEn6PfcGa3Qj61mLc90oy/OYosUPBY0R/O29YzgxOI7PnD0fH15fhzmlOch1O9Cks+VwWPamlWlMb01jS98ollZPrfl7JJRpDJMoyEhn/82dxwfA+fTrGQGEArLuYfMFje0DY6guyorKLqhjPDEwjoIqfYPGeH0a02meerhrGAsrp28+oU6gZjXDGfGJuPqP7+J43ygau7z4ygWLjR4SEQdfEvVeqZan+kQJf3n7CDbMKcaCaUq29eDildX436f24dFtrYYHjcd7R7GjpR/nL61Ebozjpk+U8JuXG7C6vgjnL63Q9XMrC7Jw5do6XLlW2/theU0h7r/5ZFx71yZ89K5NePjTp6JCY0F/rHcEX3xoJ3a1DGBWSQ4+fupsPLatFTffuwWXrlJkhOcsjg4Mi3PdqCzw4GCHvovppNrK6HiN3/vOUfSO+PHni5eaKmPNGMNZi8rwysGuoHnjzMa2s2UA//vPvcjPcuGjJ8/CBcuVtikv7u+Ax+nAxSurkOMOX7u7Wgbwk+cO4GDHMAbHAuAc2Di3BP/c2YY9rYP4y00bQrLntxp68Kc3mnFd8H2NRK2BHBoX8btXmzDik/C1CxdH/dvisTPoyLw6JlG1qDIPh3UuwZkOFDRGsO1oPzbMKcatF4V3BeaV56GpO0W1Uhr3n1NgENOUkZJkjtb+sRndYNluB/I9TssEjYNjAXzhge1YVlOAb1y0VNf3lhL29RPSlmncdqwfAgNW108/O67Wqpqx7Ub7wBhqYgJZdeJoHxjD4ip9FpFyQrlx+lrj+EQJx3pH8cGV088cVxWGM41m4rFtrfjZCweR7XKgpX8UeR4nHtnaii+/f5GpFk9EmLHggjrbnUi6l7rP33G8H795uQHtg+P42dWrU/dBSZCf5cJFK6rx1K52fPPipROCtXRxqGMYV/3+bYz4JayfXYwHPnVKlKPrA+8dD/1/GXFfragtxF9v2oCP3bMZ19/zHh7+9KkoyglLME8MjuG6u97DiF/Ezz+0GleurYUgMJy3pBIf//N7+Pm/D2Pj3BJNo5IlVQU4eELnoDEZeapOQeN4QMJf3zmGsxeVT9vtPJWcs7gCj29vw86Wfpw0e/q1wwFJxpf/sRND4wFku/347N+3Iz/LCa9PhCpM+L9XGvCLD6/BSbOL8czuE/jywztRnOPGJauqUZLjxoUrqrGspgBvN/bgM/dvw2W/fRvXnTwLflHG/e8exYKKPHzng8t0+pfPDMYYfnjFCuS4HbjnrSP4+3vHMLs0F2vqi3DS7GIsrsrHosp8jAck7Dg+gDX1RSjP92DH8QHMKc2Juj8AYFFlPh7e2gJZ5ml3io6EgsYIjvaO4n1Loney5pXnYmuq+r9pBRcOJYORjgujc2gcfkmekTwVCPZqtIg89WfPH8SbDT14s6EHV6+rm3bfOy0kKf55dTnSZ5yy/Xg/FlcVIH8GMk1Vdtxlws2Atv4xnDIvuhZHlTxp9WSaLonuUyWbottHJaS5ewSSzGd0rZbkuOFyMHSYaBOAc45f/PswOod8YAz4yvsXoTTPg288vgdHe0cxdwr1T0T6GPWLENgkWZgpylM55zjYMYztx/txIOjye+NpcyZkEX/3aiNuf+EQ8j1OfOvipThjoX4tdqbL9afMxhM72vDI1pYJMrV0IMsctz6+Gx6XA59/3wL87Hml1cCXzl8IQJE+/t8rjTh1XilOX2CcYc9Js0tw18fX48a/bMZ/PrgDf71JkZ32eH24/u73MDQWwAOfOiWqFOiMhWX4/UfX4Y2GHnz+3AWa77ukOh/vNvXqWn8/5leCxpw4GyN6ylOf2NGGHq8Pnz5rnj5vqDPnLi5HtsuBR7e1zihofOC942juGcE9N6zHOYsr8O/9nXizoRvl+R5ctKIa3cM+fP2x3bj6j+9gw+wSbD7ah/Wzi3Hnx9dPqPE8fUEZHv3safjOk3vxm5cbwBhwzqJy/PQ/VsXdzDICh8DwnUuW4eKVVXj5QBcOdw7jlYNdeHRb64TXlua68aePnYR3Gns0nYkXVuZh1C+hbWAM9TNcs88EChqDjPhE9Hh9mF0avVCZXZKDp3e16+o6mMgIR23XIHEOAakNGo+rzqkzvADL8j2mzzRyzvHc3g48sPk4LllVjX/tPoHXDnXrGzQmyjQ6hLRkpiSZY+fxAVy+dmquYLGosuOuYXNlpkRJRsfQOGpj+oqW53sgMH0zaYmMcNJZo6rWMSyagTxVCNaAmkmeeqx3FG0DY/jRlStwzYZZcAgM+9qVeo7drQMUNJqUEZ+EXLczbsZqqvLU7cf7cdtT+0L99vI9Togyx2Pb2nDPjetx2vwycM7xy5ca8JuXG3Dl2lr88IoVhmX1YjlpdjHWzSrCPW8fwfWnzE67O/HfNx/HjuMD+MWHV+OqdXU4cGIYv321ARetrMKiynz8+qUG9I348Y2LjTfrOX1BGX5w+Qrc+vgefOXhnbhyXR1+/MwBtA2M4f6bT9b0jrhwRTUuTFCfv6QqH35J6WOr13w+OlnQKEx9Y0QLWea4681mrKgtMK0Db36WCx9cVY2ndrbjWx9chrxp3HeDowH86qXDOG1+Kd63pAKMMVy4ogoXRjigL67Kx/P/dSZ+/VIDXjvcjZtOn4OvX7gkbh3/4qp8PPyZU0PGXNOt908HJ80uCQXcnHMc7xvF4U4vDncOwykwzC3Lxfee3o+r//guAODyNRODRrXdVkPXMAWNZuBYrxJAzY5pPVFVmK2762AiIxw1kBQljlTfA3oFjeX5HhxoN3cPuJ88dxB3vtGMRZV5+Ol/rMKetkFsP56+DLJLYAhIHJzzlE7cDV3DGPaJWDfD+hq3U0BJrtt0mcaOoXHIHBPs2x0CQ2meBz06ZrzVmFBLnupKYz/Vhk4vHMGJZSZUFWaZSp66J9jAeE19UeieWViRD4EBTSao3SC0GfWLyPHEn5wcSRjh+EUZe9oG8bdNx/DEDqVtxg+uWIFzFpWjrjgb3cM+XH/Pe/jkvVtx3yc24pk9J/CXt4/iw+vr8JOrVhnilpqIz5+7ADffuxW/fbUR/3X+orR9bsfgOH723EGcvqAUVwazE7ddugxvN/bgq4/swlXr6nD3W0dw3cmzTON+ec3GWegc8uHXLx/GkzvbUZjtwp9v2IAN02ybsiRohrP/xJCOQaMIAHFr0BxMH3nqSwc60dw9gl9fs8bwgD4R1508C49ua8UjW1tw0zSy6T//9yEMjAXwrQ8mrtnMz3Lh25csw7en8N5mDha1YIxhdmkuZpfm4v3LwqZHy2oK8IN/7cequqIJLXAAYFFQdXG404v3LTHOLImCxiDH+xSzmzkxmcaqQiXjckJH10E5gRGOmmlUslKpvRla+kbhEBiqi2bmMlWe58EbJpanDo4G8Ne3j+Ky1TX42dWrkOVyYGFFPppTZXCk6bapnGuZa9ey6sXOYG9FPUwZKvI9pqtpbB9Qgh4tB74y3YPGBP1UHQwBMX2ZxjmlOTNurlxVkBWS/pmBpm4vGEPIZRFQNiuqC7NDG1qE+RjxK5nGeDDGkCgJ/8B7x/HjZw/A6xPhcQr43Dnz8flzF0RlDisKsvC3m0/Gf/zxndDu+ydOn4tvf3CpofU88ThvaSWuWFODX73UAJdD+TelIggISDJe3NcJAFhVV4ivP7YboszxoytWhj6vNM+D2y5bji8+uAO7Wgdx2vxSfPcSc9R5qXzp/IW4al0tmntGsHZW0YwcrxdU5CHP48Sm5j7NDM10GPFLcDlYVF1oJIIOLTc45/jj602oL8meUb16Olg3qxgb5hTjrjeacf0ps5OWAXPO8fvXmnDfu8dw0+lzsLxGvy4EdqOuOAd/+tj6uD8vzHGhssB4B1UKGoMc7dVucl9VoCxO9dyhT5RpdAYjinTY+R/vG0VNUdaM6wDK8z0YHhcxHpBMueuz5Wgf/JKM60+ZHRrf3LIcvNnQrWvt6GS1qoAy6TuE1P0f7WodQGG2K6oB8nQxY61q24Byn2o1ii7Lc+sqkw7JU+NkGgNpKmps6PJiiQ7mPpUFWXj1UFfKs93Jcrx3FDWF2ROC4dmlOThGQaNpGfVNlmmML9070jOCbz+5ByfPLcUNp83GxrmlcXvSVRRk4dHPnIZHt7VieU0Bzlmsr+un3vzs6tWQOXD7C4fwdmMPVtcXIT/LiavX1Wm6hcZjPCDhnreO4OGtLSjMduGy1TU4Y2EZNh/pw11vNqOlL7pu+44PrZ7Q//Cy1TWoLcrC8LiIMxeWmy4zCwD1JTm6yOxcDgGnLyjFa4e6dJvPx/wSshOsZQTGwGcYNL52uBvbjw/g+5cvT7ukeTp87pwFuOmvW/DPne24+iRtp9xIOOf46fMH8afXm3Hl2lp882J9jQczkUWV+WjoNFaFQ0FjkGO9oyjJdU/Y8aoOug6e0DFoDFn5x3FlBIBAGkxTjvWOor5Yh+Aiou2GkVrreOxuG4TAgBW14dYic8py4ROV+jitAGQ6JJSnOtQMcmrP647jA1hdX6RLUFCe7zGdTFDNNNZoZMfL8z26Zo8nO5/pMDYaD0g41juCS1fPrEYVUFQTo34Jwz5Rt16WM+Fo74imNH52aU4om0Loj1qvNV1G/GJC63gHiy9PfXJHGwDg19euieqzGo/Kgqy4Bihmw+0U8OtrFOfHP7zWhC1H+xCQOP7wahP+5wOLcf0ps+MGb7LMse14P9483I1Ht7WifXAcp80vxYhfwg+fORB63eq6Qnz3kuUoz/coze7ri7A+jqxzJqYlVuPS1TV4YV8nXtjXgYt0yNqN+MSENbMzlae+dqgL//XQTiyoyJvQe9KsnLO4HEurC/DH15twVdDdNhF/fvso/vR6M64/ZRa+f9kKUyoErMbCinw8sPmYrh4rU4WCxiDH4ixginJccDsEdOloIKFOqM44fRqB1GcaOedo6vbiCh3kHJWqnf/QuCmDxuZuL+qKc6IWOqoM+WjviH5B4yQtNwCktJ3KqF/E4c5hXLBMH717RX4Wur0+02SmAKC1fwwluW7NRWt5nkfX8UoJjHCcwX6qqf6/aezyQuYzM8FRCfVqHBw3RdB4vG8U5y+deK3WFeegd8Sv7PabyAnPLjR1e/HkjjZNh75kGPVLKI2THQRUear2/PVuUy9W1hYmFTBaEcYYbjhtDm44bQ4AZe7536f24X+f2od/bGnB/166DCfHOD97fSL+66GdeOlAJwQGrJ9Tgjs+vBqnzVecYQ93DmN/+xAWVeZjaXV+6HmzxoTtGYziwuVVmF+eix8+cwBnLiqflllLJKOBxM8eQUgswU7E3zYdw3f+uReLK/Nx18fXm1KdpQVjDJ89Zz6++OAOPLWrPeHzY2/bIH763AGcv7QSP7h8hWnWD1bn1Pml+PPbR/BGQ7dhdY3mz4mniWO9oxNMcADlRinNc6N3xK/bZ4nS5PLUVDttdnt9GB4XMb985g6FdUEny9Z+c0rKWvrHUF8SHRiqfev0rNlLJtOYygzy3rYhyBy69XqqyPcgIHH0jwZ0eT89aB8Y08wyAkpNo1+UMTQu6vJZcoIa1XScTwChptVLqwsmeeXkVBWEN3eMxusT0eP1T3CrBsI9QvWsTyXC5Lgd+PGzB6a9gTXqlxJnGgUGrURjQJKxo6V/QtBkZ+aV5+G+T2zE/127FoNjAXzkzk247al9oZYOx3pHcNXv38arh7rwzYuXYMd3L8DDnz41FDACiiTtirW1WFZTQIvvODgdAn529Sq0D47hSw/uwND4zOasUZ+YsG7XIWBa8tRndp/At5/ci/ctrsDjnzvNlJvsifjgymqsri/C957eh4e3tCg9r7/7PK65813sD5ohDo8H8J8P7kBJrhs/u3oVXbM6cs7icpTlufGH15qm5FCtJxQ0QmnkemJwTHMBA0AJGnVcwCTTciPV0rfGoOwwtg/WdFBNSVr79OuRpyetfRNluGofQj1bECQywlGlBKncDNjZorjB6hU0qsFZu469D2dK28AYauIYUukdbCTeBEj9+QSAAyeGkOUSJhh0TQd1o8QMDqrHehUZsdZGXbhHqPHjtCPleR50Dfvw2qHuaf3+qE+M24oAUPo0amUaW/vHEJA4FlbMPGtuJRhjuHR1Df795bNw42lz8Nd3juKiX7+BH/xrPz74m7fQOeTDfZ/YiFvOmo/CbOMVAFblpNkl+MHlK/DywS6cc/trePVg17TfS9kYSVzTOFUjnI7BcXzziT1YXV+EP1x/UsKNF7PiEBh+/qHVcDsFfO2x3XirsQcXLKtEQ6cXl/zfm/jqI7tw41+24FjvCH59zdq49crE9HA5BHztA0uw5Wg//vbeMUPGQEEjlMlM5kpPRi1Kcz36ZhoTttxIT+1bU7D2a37FzBejWS4HyvI8ujZW14sRn4jeEf+EHb08jxPZLoeuLSUSGuGkYTNgV8sg6oqzQz0WZ4r6f2YWJ0vOOVr7R+PuzpZF1Nbqgboo0NooVTcBAmJq79MDJ4awuDJfFyOLkDzVBJnGeC2OAISki2Zz7rUL+dkulOS68eTOtmn9/ohfSljvFW9BfbRHmXMytf9mjtuJ2y5bjgc/dQpkDtzz1hGcPLcEz3zxDJy+oGzyNyAm5fpTZuPpL5yByoIsfO7v29HcPb2a/KSCxjhrNEnmeHhLC95t6g0dk2WO/3lkF/yijF99ZE1cV1YrsKAiDy9/5Rw8/YUz8N43z8OvrlmLV75yDj5+6hw8saMNjV1e/PIja3BKBikK0smH1tfhnMXl+NEzB3CoI/1Oqta9cnXkeHABM6csTtCY50avV7+gMZERjprBSHVNY1OXF7luR0iyNlNqi7PR2m++oFEdU11MM3jGGCoLPKnJNCbITKWyIfzutgGs1rEXlxqctZgkaOz2+jAekFFfrJ1pLMtXdjX1yjSq696E8tQUZho55zhwYijUh2ymZLkcKM11m2Jz52go0xhfnmo25167wABcvLIKLx3oxIhv6lLuUX/iTKMiT504fx0JBo2xTp+ZxqnzS/Hq/5yD/d//AO65cQPqdDCjI8KsrCvEX2/aAJeD4euP7Z6WjE/pRTp1CTYA/PmtI/jaY7tx7V2b8PphJZv/pzea8VZjD759yVJbbJrkeZxYWVcYcr4uzHHhtsuWY//3L8S2b5+vW+sTYiKMMdx+9WrkZ7nwnw9ux3hgZsZmU4WCRoQns1kl2jdzWZ4HvSO+GVssqyQ2wklPTWND1zDmV+TppjevK842ZU2jGvBoZacq8rP0zTQmMsJJsXtq/4gfLX1jWFmnXx+kgiwXCrNdaDHJeVWt5mPb4qiomcYevTKNychTU5g57hr2oX80gKXV+jSsBpT7QM3yGcmxnlGU5Xk0DStKc91wCIwyjSnkstW1GA/IeOnA1FxqxwMSAhKfPNOo8Zw73jeKXLcjoYlOpuAQmCXliVahsiAL37lk2bRlfKN+CTkJW27E39h/eGsLllUXYGl1Ab7wwHb84sVDuOPFQ/jgympct3HWlMdiJdxOwRLtQ6xOeb4HP//wahzu9OJHEe7K6YDOLoDGbi8Ks10oy9OezEpy3RgPyDO2KldRF5oaMWNaZIycc+xtG8IyHcw1VOqKs9E+MG5YcW481IBHq7VIeb5HtwADmEyemtpM4562QQDAqlp9m+fOKsnBcZPUqoY2AOLszBfnuCEwoEcnVUBi99Rw381UceCEYiywRMf7dHapSYLGvhFNaSqg/H+X5bmppjGFrJ9djOrCLDy6rXVKvzc0phiMJKq9UxqfTzze7fWhsiCLjDGItHD1SXU4c2EZ/t9zB6e8oe2dpOVGPAl2j9eHhi4vLltTg7s+fhJy3U785pVGnDy3BP+PTGEIHTl7UTk+ecZc3L/pGF45mL4WVRQ0QjGFWZAg66bujOolUU2UaQwbpqQu+GrtH8PgWAArdAww6oqy4ZdkXTN3etDSN4Zsl0NzQ6A414X+Uf1lx5pGOMEgI1WyYzVoXK5z0Fhfko1Wk8hTm7u9EJh21hhQgvWSXI9+RjjBla9L4z5Nh9z4wImgc6pO8lRAqds+MTgGv5haJcNkHO0ZjVtDDigbOnrVphITEQSGj586B2829ODhLS0TVDQvH+jE5b97G1f9/u2QKyIADCYRNDqYtrNkz7APZfn61FsTxGQwxvDjK1eCA/jmE3uTVopJMsfwuJj4GheY5gb54U7lmb28pgB1xTl45X/Oxov/fRb+/smTZ9wGhCBi+eqFi7GoMg/feXLftEoNpoOhQSNj7ELG2CHGWCNj7FaNn3sYY/8I/vw9xtgcvcfAOUdTlxcLyuM7uqmyt94RfRYxiYxwUh1cAEoPHQBYqWOAodapNPeYqxl8S/8oZpXkaG4IlOS4MTAW0O3/Wk6UaUxxi4bdrQOYW5aru/tefXGOYhRlggzy/hNDmF+el7CvVVmeW7egUUzKPTV1/y8HTgyhtigbhTn6ndNZpbmQubHtcXq8PnQMjSdsI6L23CRSxyfOmINT5pXga4/txsf/vBmNXV5wznHXG8345H1b4R0PoKV/DJ/+29ZQ3cxAMGgsSnBNxpOndnt9KNfJpIsgkqG+JAdfv3AJ3jjcjUeSzKoPjyexMSKw0OZ/JCGDweB6MsftxKLKfMowEinB43Tgx1euRNvAGH7+4mGM+ETc+UYTzrn9VSz9zvM462ev6v6ZhgWNjDEHgN8BuAjAMgDXMsaWxbzsZgD9nPMFAH4J4P/pPY72wXH0jvixrCb+AqY0T+dMYwIjnFBNYwozGHvaBuEUGBZX6VcrNS/4kGwOPjTNQkvf6IQejSrFuW5wHt49nylJBRmpkqe2Duq6CaBSX5IDvySj0wRSwX3tQ1ie4D4FgpJjveSpwfOpBvyRqMdSmbHb0zaY8Lk0HVRJqJGOuHtag1LqBPW3ZXkeXc3HiIl4nA7cf/PJ+O4ly7CzZQAX/+ZNXPn7d/CjZw/gohVVeOaLZ+LXH1mDlr6xkIx1cDQ5earWXkrPsC9kckQQ6eJjp8zGxjkl+NYTe3DnG03Y0zqILUf70NA5rJl9HEjiGmdMW4Ld1OVFjtuB6kJ9DAYJYjLWzynBR0+ehT+/fQSrvvcifvzsQVQXZuO6k2fp1n4tEiPz5RsBNHLOmwGAMfYQgMsB7I94zeUAbgt+/SiA3zLGGNfLkQbA1qN9AICTZhfHfU2pzpnG0GJUU/amujKmLoOxp20QiyrzE2Zspkp1QRayXIKpgkbOOY73jeLU+drWz8U5ymZA/6hfl35CCY1wUthKpXvYh/bB8YSL8OkyS2270TuK6jj9EdNBS98oTgyOY9Uk7rBleZ6QsdVMUc2otDcBUmtsNDgawJGeEVx9Up2u7zvbBG1U3m3uhUNgCaXUpcGgkXNOu/QpxOUQ8Ikz5uKyNTX44b/2Y1/7EG69aAluOXMeBIHh1PmlWFKVj0e2teL6U2YnJU8VGCYoE8YDEobGxbi+AQSRKgSB4a4b1uOLD+7Aj589GPWz85ZU4Kf/sSpqMyOZbLpD4xoHlHkqnrKJIFLF9y5bjvnleWjtH8Olq6uxdlY4nvntdfp+lpFBYy2AlojvWwGcHO81nHORMTYIoBRAj16D2HK0D7luB5YkyLqpNY16ZTDUhaaWEU6oVipFGQzOOfa0DeIDy6p0fV9BYJhblmcqeWrfiB+jfikU+MRSHDyv/SN+oHzmn6fWwGnLU1NXA5cKubGKag9+pGcEJxvYd+mVYKPmc5dUJHxdaa4iT9Uj2Ahv7sQ3NkpV5nh32wAAYI3OO4Xl+R5kuxyGmeGMByQ8srUF719ambDGpyzPDb8kY2hM1FWeS2hTlufBr65ZO+G42pj+9hcOoWt4PCT9TrTJ5hAmmoSofY716iFLEFOhMNuFez+xEQc7hnC0ZxS5Hgf2tA3iVy814MJfvYGfXLUSFyxX1kRJ1e3Gkad2DftC/XAJIl04g5t/6cAWRjiMsVsYY1sZY1u7u7un9LtvNvTg1PmlCW2Cs1wO5Lod6BtJvRGO2vTVn6LF6JGeEQyMBrB2VpHu7z2vPNdUmUY1mxIvaCwJZRr1kaeG3DYT9PVLhSvu7tZBMKa/CQ4A1BZlw+MU0DTNJsl68crBLswry520x1VZvkc3p+Nk5Mapuk93tQwAgK4tVAAlCJhlYNuNf+0+gf7RAD5+2uyErwu1T9FJ3UFMn7MXKTtqbx7uQcfQOHLdDuRnJa5pjF1QDwQNxxJlbwgi1SypKsCFK6pw5sJyfO6cBfjXf56ByoIs3HL/NnznScUsRzXgKk2wwcHi1e2SBJuwOUYGjW0A6iO+rwse03wNY8wJoBBAb+wbcc7v5Jyv55yvLy9PPmV0rHcEx3pHcebCyX9HkUul3gjHrS5GU5Rp3H58AACwLoEcd7rML8tFa/8ofGJ6m43Go6FLCXTiBRrqAqZfr82ARDVwamYqBf0397QNYn55Xkrc2QSBYV55XqjA3wjG/BLebe6dNMsIRAQbOtyrycjIU9UaZ2fLIOaV56IgweJ8uii9Go05n/e9exQLK/Jw6iRZa717bhLTZ1l1AcryPHjtcDe6hibPpAhsorPk0Jji7Fegs1EXQcyERZX5ePLzp+PG0+bg/k3H8PKBLnQMKi2mEtUlOjQ2RmSZo8frQwUFjYSNMTJo3AJgIWNsLmPMDeAaAE/FvOYpADcEv74awCt61jO+2aCoXM9cWDbpa0vz3CGJzUxJZIQTyjSmLGjsR36WM6Fb7HSZV54HmcMUfeAAYH/7EHLcDswp1Q4aVYlVn05tN0KbAQkyjalwT93TNqB7f8ZI5pfnGppp3Hy0D35RxlmLJt/cUWum9AgaE2Uaw61x9L9POefY2TKANZPUb06X+RW5ONY7mlKzLS2O9Ixgd+sgrtk4a1LpcMh8TKdnLjF9BIHh7EXleONwN1r6RycNGh0aRjiq5C8VmyAEMRPcTgHf/uBSVBdm4d53j6JjaBzFOa6Eng8OYWKmsW/UD1HmFDQStsawoJFzLgL4AoAXABwA8DDnfB9j7PuMscuCL7sHQCljrBHAlwFMaMsxE95p6kFtUfakkjcAKM1NgStjAnmqL0ULuu3H+rGmvkizYflMWVChBKINneaoa9zfPoSl1QVx/605bgfcDkG3Xo1yIiOcFAUZnUPj6Bzy6dpzM5b55Xlo6RsN2e6nm7cauuF2CNg4p2TS16oZqu7hmZ9TKXgPatU0ukLuqfpvApwYVGrHUuF8BgALK/Lhl+S0m+G8fEBpQHzBsspJX6tnxpiYOecvrcDgWAC7WwexsDLxhiNjE1tGDSXRxoAgjMLpEHDtxll4s6EHbzX0TGr6xhgQm75QZa0VVNNI2BhDaxo5589yzhdxzudzzn8UPPZdzvlTwa/HOecf4pwv4JxvVJ1W9WJ/+xBW1xcmZZhRlufWTZ4qJTDC8TiU3a1UZBq9PhGHO4ejnJX0ZEFFHhwCw8GOoclfnGL6R/zYfrwf6xPIcBljKM516SZPFRMZ4QipyTQm075gpsyvMDaDvOVoP9bMKkK2e3K3Xz17qoYyjRpyY1cKM43bjvUD0N8ER2WhurnTld7Nnc1H+jC3LBf1cWqMIynOcYEx/czHiJkRmeVfUZP4WaMl3RtSM40UNBIm5cPr6yEw4Gjv6KSmclpmT+o6QnVlJwg7YgsjnOkw6hdxrG8UiyuT64NWkutG34hfs6/PVJGSMcJJQdC4u2UAMgfWpcAEB1AMg+aV5eLACeODxuf2dkCUOS5dXZPwdcU57rQY4ah1jlrF8zNhR0s/nALTvZ9fJPPLlUy8ERJVSeY42DE06UJVRZU19uiRaUzonpq6msbNRxRH58l6Uk6X+cGgsTHNQePetuR7iTodAkpy3JRpNAm5Hie+cdESLKsuwAXLE2eKtZwlh8YCYAzIT0HdNUHoQVVhFs5drNTNn7Ygcc21Q8MIh7LpRCaQsU/whk4vOEfSDe5L8zwQZa6LBXyilhupDBq3H1cyGGvrU5NpBIAl1QXYHsyUGMk/d7ZhfnnupAvv4hy3fq64CYxwXCkyONpytB/LawqQ407drTyvTAkymtIcZABKHdx4QE46KHY5BBTluFJe05hK99QtR/uwbnZxQkfnmZDncaK2KBsNncMpeX8ter1KL9EVtckHwqU6qjuImfPps+fj02fPn/R1irNk9LGhcRH5HmdKyiIIQi/u+NBq7GodCDkGx0MQ2AR5atjsKWOX1UQGkLGZxkMdyoIp2aAxZLChg+xNTmCY4hAYHAKDX9K/fmxTcx8WV+antO/Z0up8tA2MhYwPjKB9YAybj/bh8jW1k0qPS3LdutU0JjLCUYvq9XSW9YsydrUM4KTZk9f6zYRstwP1Jdk4lMYgQ0XNWi+tTu4+BRSJqh7y1MTuqWqfRn0zjQOjfhzsGMbJc1N7ThdU5KVVnrqvXTmPU6m9LcvTr46cSB8OARMyjYNjAZKmEqanONeNcxZXTLpuEBLU7dJ1TtiZzA0aO4eR5RLi9vCLpTQ3WCulwyIm0WIUUNpu6J2RGg9I2Hy0D6cvmNwpdiYsrVIyCWpQbgTP7+0A55hUmgpA15rGREY4HtXgKKDfed3XPgifKGP9nNRljlWWVRdgf3v6Zcf7TwzBKbCQyVIylOW5Q6YEMyGkCNBYP6jZZL1rGrccVbL0G+cmlkfNlIUVeWjs8uoul47Hnjal9nZ5kjJjQFF3kDzVesSraUzU25EgrIRWTaMqwc5LoeqHIIwmc4PGjmEsqszXXOBrEbKA17H/W5yYER6X/kHjtmP98ItyUu1FZsLSaiVoNNIM59VDXZhfPnkjeAAoyXFjYCygy+I5kRGOyyHAITCM65hpfKdJaVmajqBxeU0hjvSOYMQnpvyzIjnUMYz55XnwOCc3wVGpKcpG+8D4jD9bkmU4Baa565wqufHmI71wO4SUGhsBwMLKPPhEGa396TE32ts2iNmlOVOq91HMxyjTaDW0Gp+PBSTkJmFkRRBWQGBsgr8FSbCJTCBjg8aDHcNYXJm85K00V5WnznwRIyaTadS5Vuqtxh44BYaNKZa9VRZ4UJzjwt5gZiHdBCQZm4/0JdXTD1DkKJxDFzmturseb9LwOAVdM42vHerC8poCVOSn3uJ7WXUBOEfaTY4OdQxjyRSkqQBQV5yDE4NjCMzwHhJlHndTSc0c632fbj6qtMRJ1CNMD9TNnT1puk/3TMEER6UszwOvTzSs1QsxPRwa9V6jfikp92OCsAKClhEOZdOJDCAjg8Zerw89Xl/S9YyAElyovztT1KbaWoYpgGKG49M5g/FWQw/WzSpGbord6xhjWDerGFsNMsNp7h6BT5SxOsnG6CXB86qHGU4it01AqWvUK9M4OBbA9uMDIbe3VLM8aGCyL40S1cGxANoGxqZ0nwJAXXE2ZA50DM4s2yhJPO65dDv0lxuP+ETsbRtM+cYOACypKoDbKWDn8YGUf1b/iB+t/WPTCBqDG3UkUbUUWvVe4wEJ2SneCCGIdOEQtNxTRapnJGxPRgaNUzXBAfR1ZQxMEly4nfrKU7uGx7GnbRBnLUqtNFVl/ZwSNHePGLLY29euZE6SddtUg0Y9zHDCNXCpzzS+1dADSeY4Z3FyGdWZUlWQhZJcd+j/Nx0cDhrvLJlq0FikNGZumaH0MlGmURAY3E5BV7nx9uP9kGSelqDR7RSwoqYAO1sGUv5Zu1qVz5hOphGgXo1WQ9Co9xoLUKaRsA8CY4itaBkaD6Agi+oZCXuTmUFj59SDRkBZOHcM6pNpjFcrBehvhPPqwS4AwHlLE/fX0ouNc5Uau61H059t3N8+BI9TwLwk6hmBcCNePTKNclKZRn3O62uHulCQ5UxZA/hYGGNYWVuIHWnITKmoUtjFVVPrV1hXrJhbtfaPzejzJZknbHuht9x485E+OASGdbNTX6MKAGvqi7GnbXDGMt7JeLe5Fy4Hw5op9octz1eCxs6hmdenEunDoVHvNeanTCNhH7QcgofIIZjIADIyaDx4YhjFOS6UB3eyk6W6MAvtAzNbiALKYjSRAY/HqW9N47/3d6G2KHvKGZvpsqK2EB6ngHeaetLyeZHsPzGEJVX5Sfe4C2UadaxVTVQH59OhPkuSOV452IWzF1ekrJefFhvnlqChy6ub2+xkbD7Sh6qCLNQUTq1ms7ooCwIDWvtSl2kElE0APVuovNXYg9V1hchLUwP0k2YXwyfK2N2a2uzxm4d7sHZW8ZR7idYHg/+WGZ5HIr1o1XuNBaSU1+kSRLrQusaHx0UUUE0jYXMyMmjc2z6IFbWFk/biiaWmKBsnBmceNAYkHnJf1EJPeep4QMJbjd04f+nkvYf0wuN04H1LKvDsno5Q/WY64Jxj/4khLJuCrX8o06iDPFXmHIwh7v+zR6dM486WAfSO+PH+ZenJHKtsmKPIJrcc7UvJ+/eP+DHqV9xZZZnjvSN9OHleyZSvW5dDQF1xDpp6RmY0HtU9NR5ZLgHjOmUah8YD2NUygDNS3BInkjMWlMEhsJASIRU0dnmx/8QQLpjGtVqU40J+lhPHKWi0FIIwUbo3TvJUwkYo17hWppHkqYS9ybig0SdKONw5PKV+YSo1RdnoHw1gzD+z7IIoy3FNcAB9g8Z3mnowHpDTJk1VuWx1DXq8PrzR0J22z2wfHMfAaCDpekZAaVyf7XLokj0LSByueH1UoF+m8aUDnXAKDGcn6RCrF6vqCuF2Cth8RN+g8fm9HTjv569h7Q/+jZW3vYhbH9uNp3e3o3vYh/ctmZ7Rz4KKPDTNsHn9ZJlGj1O/TOO7Tb2QOVLeRzWSwhwXTppVjFdSGDT++uUGuBwMl62ZvGdqLIwxzCrJwbFeChqthHrLqHL9gCQjIHHkUKaRsAmOmJpGWeYY9iktNwjCztg2aJRkjq7h8QkB3t62IQQkPq0+aDVFikyufYbZxoDE47bbAJSaRr3cU5/edQIFWU6cPC/15hqRnLe0EnXF2bjjhcNTyjaO+kX8a3c7XtzXga4p1jLtCzUQn1oNXEmuG30jM2+5IUqJNwP0qml8aX8nNs4tmVLPOz3IcjmwYU4xXj7YNaFmabq8sK8Dn/nbNridDnzz4iX46Mmz8Oi2VnzpoZ2oLcrGB5ZXTet9F1TkoblnZEb9NyU5vnsqoG+m8c2GbuS4HVg7Kz31jCrvW1qB/SeGcDwFgdnzezvw9K52fPF9C6fdFmZ2aQ7JUy2GI6gMUM1wxoIbZZRpJOxCrEOwul7LnqIEnyCshu2u8PaBMZzy45fRNTwOmSv1ZVevq8NXL1yMsjwPXj/UBYEBp80vnfJ7VxcqrownBsYxvzxv2mOcTPamV6ZxxCfi+b0duGJt7ZSao+uB2yngGxctxecf2I4fPnMAt122fNLf6fH68JE/vYum7rCssK44G0urC1BfnINrNtZjUYLemnvaBuEQGJZVTy1oLM51oW9EB4OjSYIMPTKNR3tG0NDlxbUbZ83ofabLpatqcOvje7CnbRCrkmxr4hdlCAwT6i/7R/z41hN7sLymAI9/7rTQNXrdybPw0v5OXLq6Ztp1UPPLc+EXZbT1j2FWac603iNdmcaAJOO5PR04Z3E53M707uNdsaYWt79wCH9/7xi+cfFS3d63f8SPbz+5F8trCvCZc+ZP+31mleTi3/s7J60DJ8yD2qdWle+NBzduqaaRsAuha1zmEAQW3hhx2TYPQxAAbBg09o74ceWcYswry0V5vgeNXV488N5xPLf3BL7wvgV4fEcb1s8uQVGwlm0q1ASDxpma4YgST5iR0msx+q/d7RgLSLhqXe2M32s6fHBVNbYfn4t73jqCWSU5+MQZc+O+1idK+Mz929DaP4a7P74exblu7Djej23H+tHcPYI3Dnfjb+8dw2+vXYsL4mSfdrUOYlFl/pQXJ+V5HnQN6xE0yglrVRXjlJltBrwclBKen2a5scpFK6px29P7cOcbzfjtdesSvnZoPICfPX8QD29thSRzLCjPw4a5xbhybS3W1BfjG4/vwcBoAPfffHLUpsaSqgIsmaJjaiwLKpRNncbu4WkHjdIkigC9Mo1vHO5G74gf/7GubsbvNVWqCrNw4Yoq/G3TMXzs1Nkh59lIOOdTriv9xb8Po3/Uj3s/sSHhPTEZ88tzEZA4jvaOzGijjkgfasshOXhrhBfUFDQS9iAymy6AUTadyBhsFzTOKc3F72IWsx8/dTa+8+Q+/PjZgwCAH16xYlrvXVnoAWM6yFPlxEY4eVlOeH0zCxolmeNPrzdjWXUB1qfJwl+Lb168FK39o/jRswdw2oJSzWCAc45vPL4HW4/147fXrcX5QdOMk2YX45NnKq/p8frwyXu34nN/347/u3YtLlpZPeE99rQO4IJlU5czVhVm6eIgKUqTu+LONNP46sEuLKjIm3YgNFMKc1y45cx5+M0rjTh/aRuuWKu9IdE1NI6P/3kzGrq8uHpdHcry3djbNoTHtrXhb5uOI8ftwKhfwrcuXoqlU8wMJ4MaYDR2efG+JdMLsJPJNA6OzVzW/Pj2NpTmunFWmmtUVW69cAleP9SND//xXXzhfQvxwVXVKMx2Yduxfvz+1Ua82diD85ZU4GdXr0J+Eu6AjV3DeGDzcVy3cda0ascjUX9/X/sQBY0WQVVbiLIMwEELasJ2xGbTxyibTmQItgsa8zWaqy6oyMcDnzoZrx3uRrbLgVPmTV2aCiiLxMr8rBm7+al9GuOR73HC61MWo199ZBe2HevHnz52EhYmkGbG8vzeDjT3jOB3161Lm2uqFg6B4adXrcK5P38Ntz21Dw9+6pTQeEZ8IvpH/fjj6014fHsb/vv8RbhklbZhRlmeB/ffvBE3/mULvvDgDnx32IePnTI79PBu6PKifzSAtVPsBQcAVQXZ6B3xwydKM5LxTuaKm+USZlTT6PWJeO9IL246PX7GNh184X0LselIH7726G64nQIujgjgA5KMLUf68LXHdqNvxI+/3rQBZy4MB0Nen4hnd5/Au829OGdxOS5bPXWDlGQoynGjLM+NxhmY4UiTGFZlu5TAdyYMjgbw7wOd+OjJs2aUkZsJ9SU5+PsnT8Y3Ht+Dbz6xB7c9tQ91xdlo7hlBUY4LF6+owtO7T8D30E7c/fH1oXuub8SPO99oxvG+EXx4fT3OWayYFv3ypQZkOQX81/kLZzy2hZV5cDsE7GsfTNm1QuiLutGi1nypC2oKGgm7EJtNHw9ujEy1rRBBWI2MucIZYzh38fScGCOZU5aDozO08p8sg5HrcWI8IGNP6yAe2dYKAPj0/dvw5BdOT6oPkCxz/O7VRswry8WFK6ZnJKInxblu/M8Fi/HtJ/fiyZ1tKMn14MfPHMChzuHQa245ax6+eN6ChO+Tn+XCfZ/YiM/9fTv+96l9eHpXO35y1UosrMzHa4cU2ebZi6eerakqVPp1dg35UF8y/QzeZK64HqdjRpnGtxq6EZC4LtfxTHA7Bdz1sfW46a+b8bm/b8c1G+oxrzwXm5r78F5zL0b8EiryPXjwU6dgdX1R1O/meZz48IZ6fHhDfcrHuaSqAPtPDE379ye7T/OznBgeF6f9/gDwzJ4T8IsyrlqbfmlqJKvri/DMF8/ArtZBPLWzHcd6R/DRU2bjmg31yPU4sW52Mb77z324560j+NRZ89DSN4pr7tyEjqFxFOe48OyeDtx26TKsrCvEM7tP4AvnLkDpFPvgauFyCFhUlYd9bdM/j0R6cTnUTGNM0EhZGMImqPt7E8ye6BonbE7GBI16MbcsFy/s65zRe4hS4to3tbn38/tOAAB+/9F1+M8Hd+B/Ht6FP33spEkzh8/v68D+E0O440OrTWMece3GWXh8eyv++x+7AADzynLxtQsXozjHjZW1hVhRm5yMLdfjxF9v2oDHt7fhB8/sx8W/eROfPHMenttzAitqC0JmRVOhKvg7HUPjMwsapcRGONkuRaqlFs9PlVcOdiE/y4n1c4yTG6sU5rjwwKdOwe0vHMJf3zkKSeaYV5aLq9bV4fQFZTh9QWlSUsZUsqK2EPe81YzxaTYWn8w9VQkaZyZPfXx7KxZW5GFFrf4S3anCGMOa+iKsiQn0AeBjp8zG2409+NkLB1GY48KvX2qA1yfi8c+ehsVV+fjigztw29P7wRgwqyQHnzprnm7jWlNfhCe2tyEwyXOTMAeOYB2wKNGCmrAnoUxjMGgcDWXT6flE2BsKGqfInNJc9I34MTgWmHbLA1FObISTF5TYbmruQ01hFi5eWY32gTH88JkD+MPrTfjcOUpG7mDHEO5+8wi84yJuPH0OTplXClGS8fMXD2FhRR6ujFNvZgQOgeHPN27Ab19pRFGOC588c9609f+MMfzHSXU4Z3E5fvCv/fjDa00AlOB6OlQVKO0AOgan1uIjFlGWExqnFGa7IHPA6xcxOBpAca47tEEwGX5Rxov7O3Hu4grTLJyzXA5855Jl+OJ5CxGQZJTpkFnSk1V1hQhIHIc6hidkPJNh8kyjC+MBGX5Rnpbr6bHeEWw91o+vX7jEUAl5MjDG8P/+YxU++Ju38LVHd6Mox4W/3XwyVgZbF/3+o+tw37vH0D4whpvOmKtrO5hT55Xhb5uOY0/bINaluSUJMXXUuS0QbLVENY2E3QjLU6mmkcgsKGicInPKcgEorQ+msxAFlMk0URN4tUHstmP9eH/QFObmM+ZiR8sAbn/hELqGfBgeF/HEjlbkup3wuBx4cX8HfnzlSogyR1P3CP54/UmmyTKqFOW48e1Llun2fqV5HvzqmrX46CmzMR6QomrnpkJVoU5B4ySuuEU5ykJ6y5E+fOZv21BdmI0X//uspCaaNxu6MTAawOXTaJKeatLdLzJZVgaz1zuO90/rXpVkDneCc6PWTw+PB6YlxfzbpmNwCMxUmzuJKMpx48nPn473jvTitPllKMkNO1A7HUJCd+SZcEqwx+y7Tb0ZEzQyxkoA/APAHABHAXyYc94f85o1AP4AoACABOBHnPN/pHWgGjjj1TTSgpqwCbF1u+OUTScyBHOkLCzEXDVo7J1+XeNkPccKIhbhaqN6xhjuuHo1rlxTi/vePYpn9rTjhtPm4I2vnYvXv3oOzlxYjlsf34NvP7kXp84rxQeWG9OSwQg2zCmZdsAIAAVZTuRnOdHSPzODo4DMJ/QijERt83L3m0cQkDiO943i4a0tSb33kzvbUZzjMsxh04rUFWdjTmkOXj3UPa3fnyzTqNYXT6eusWtoHA9tbsHFK6tDmxZWoDzfg0tW1UQFjKmmNM+DVXWFeGFfR9o+0wTcCuBlzvlCAC8Hv49lFMDHOefLAVwI4FeMsaL0DVEb9RkoBl1C1AU1ZWEIu6CWl0yoaaRsOmFzKGicIrNKcsAYcGQGZjiBSTJSsyLq6lZG1Pplux34xUfWYP/3L8Tu//0A/vfS5SjOdSPX48TdN6zHzWfMxYXLq/Dra9eYXu5mJhhjmFuWO6NzCgRrVRMEGcXBTOO7zb3YOLcEa+qL8Ne3j4YkLvHo9frwwr4OXLKqxjTSVCvAGMP5SyvxblMvvL6pB3aSnNjlWN3ceauxB7c+thsnkmzFI0oyvvDgDogyx5cmMX8iFC5dVYPdrYMzNiGzEJcDuDf49b0Aroh9Aef8MOe8Ifh1O4AuAIbvKrmEGCOckLMkLagJe6BOC8GYMZRNz3GReI+wN7QCnSJZLgdqCrNnFGBM1gS+OiLzoGVKkeVyTKihcjkEfOeSZfjjx05CRb51MhdmYW5ZLpq7Z+6Km4w8FQBOn1+GG0+bg+aeEbzV2JPwff/+3nH4RRkfP3X2jMaXiVy8qhp+ScZjQRfiqTBZ383aIsVA6dtP7sVDW1pw21P7knrf2184hM1H+vCTq1ZiQUXybXQymQ+uUtq6PLmzzeCRpI1KzvmJ4NcdABJKRxhjGwG4ATTF+fktjLGtjLGt3d3Ty7wni3rPqEY4o1TvRdgMB4uRYKvZdDLCIWwOXeHTYFFlHg6eGJ78hXGYzGXT6RDwwVXVOG9JhS629cTkzC3LRfvgWEhKNR2U/pvxb6m64nAG+axFZbhoZRXK8ty4792jcX+ntX8Uf3q9CecvrZxSn05CYd2sYpw0uxh3vtEM/xR7ZEqTbALMKQufz+IcF1460IWuocR1sc/sPoE/vdGMj50yG1dYpJbRDNQUZePMhWV4aHNLyGDF6jDGXmKM7dX4c3nk6zjnHEBcOQJjrBrA/QBu4pxr/udwzu/knK/nnK8vL09tMlLdEI00wnE7BdPV2BPEdBE0ahoFBrhJCUTYHLrCp8GK2kI0dA2HJAlTZbKMFAD87rp1uOfGDdN6f2LqzC3LBefA8b7p1zVOdl6zXA6csaAMCyrysLquCB6nA9dunIWXD3ahJeZzm7q9+OPrTbjmzk0QBIbv6mgglGn85/sWoG1gDA9tOT6l3xNlHnLJ0yLH7cT88lwwBtx/88mQZI6HtmjXqPpECXe90Yz//sdOnDS7GN++ZOmUxkIAN5w6Bx1D4/j3/pm1PDILnPPzOecrNP78E0BnMBhUg8IurfdgjBUAeAbAtzjnm9I3+vhMMAnxS2QQQtgKh0bLjWyXg8qCCNtDQeM0WFFbCJkDBzqm13B6sowUkX5Ug6MZ16pOcl7/fOMGPPvFM0M7ldedPAsCY/jbpmOh1/zu1Uac9/PX8dPnDiI/y4X7PrERs0qn3z8y0zl7UTlOnluC37zciFF/8rWNAWnyVhoPfOoUvPHVc7GithBnLSrH/ZuOwSdGbyb1j/hxxe/ewY+ePYAzFpbhzzdsgMdJi+ipcu6SCtQVZ+Mvbx8B54nrgG3AUwBuCH59A4B/xr6AMeYG8ASA+zjnj6ZxbAkJt9wIS/coaCTshHqNR9btkgkOkQlQ5DIN1Eb0u1sGpvX7kxnhEOlHDRobOmciO5bhmuS8up1CVCBSXZiNC5dX4aEtLRjzS/jnzjbc/sIhfHBVNd775nl47ktnYm2GtBlIFYwxfO3CJejx+vCXt48m/XsBSZ5UblRZkIX6oHHVp86ci+5hH/6+KTqj+b2n96Gpy4s7P3YS/nzjBhTmmLNFidlxCAyfOnMethztx5sNieuAbcBPAbyfMdYA4Pzg92CMrWeM3R18zYcBnAXgRsbYzuCfNYaMNgJVnhqu95JpQU3YCnVzWK3bHfdLVLNLZAQUNE6DmsIs1JdkT3vhIsqJ+zQS6Sc/y4W5ZbnY3To47feYrJVKPG46fQ4GxwK45s538T+P7MLGuSX4xYdXo7KADI304qTZxTh/aSX++FoTBkb9Sf1OQOJTcqs9Y0EZzlxYhl+/3ID+EeUz3mnqwZM72/GZs+fhguVV0xo7EeaajfWoLcrG7S8csnW2kXPeyzk/j3O+MChj7Qse38o5/2Tw679xzl2c8zURf3YaOnCE5amBYMuNMZKnEjYjnE0P1+2SOzCRCVDkMg0YY3jf4gq83dSDwbHAlH9fkjkclGk0HavqCmcUNAYmccWNx/o5Jfj+5cvRPjiOcxZX4O4b1pN8MQX8zwcWwesX8YfXNA0mJxAQp3Y+GWP49geXYXg8gF+/3ACfKOE7T+5FfUk2PncutdbQA4/TgS+/fxH2tA1GSboJ8+CKycKMBUTKNBK2wq1h9kQbI0QmQEHjNPnwhnqMB2T8+a0jU/7dgMQT9vMjjGFVXRE6hsYndcCMx2SuuIn4+KlzsOVb5+Ouj68PNY0n9GVJVQH+Y10d7nqzGa8e0vQVicIvyXA5p3Y+F1fl49qNs3D/pmO46S9b0NQ9gu9fvoKkSzpy1bpanLWoHN97ej8eeG9q5kZE6gkb4VCmkbAnE2oaSZ5KZAgUNE6T5TWFuGRVNX77aiNePxzuezXqF/GTZw/g7NtfxbxvPIPTf/oKGru8Ub8rSjKcZM1sOtbPVmoHJ+ubGA+lVpXOq5n53mXLsaSqAJ/92zZsPtKX8LXJ1DRq8fWLlmBlbSHeaerFp8+eh3MXV0x3uIQGjDH89rq1OG1BGb75xB6jh0PE4JpghCPTgpqwFWpNo5ppHCcjHCJDoBXuDPjJVSuxuDIft9y3FW8c7kbfiB/X3fUe7nqzGQsr8nDLWfMxNBbAz188FPV7gSRabhDpZ2VtISryPXh+b8e0fl+SJzfCIYwl1+PEfTdvRE1RNj557xY0d3s1XyfJHDLHtOTGBVkuPP7Z07DjO+/HNy6i1hqpoCDLhb/cuAHf/iD9/5oNZ4wRDi2oCbuhzvOqBHuUsulEhkBB4wzIz3Lh7588GfPK8/DJe7fi/b94HQdODOEP15+Eu2/YgFsvWoLL1tTgjcPdUQ2pJXn6MkYidQgCw5XravHSgU4c6tB2UfWLMu544RC++OAO9Hp9UT8TpekZ4RDppSzPg3tv2ginQ8ANf9mMhzYfx84YJ2T1fp1O0Ago11JxrnumQyUS4BAYPnnmPKOHQcSgzm2hei+/hGwXLTUI+6BujIgy1TQSmQU9yWdIca4bf//kybhsTQ1W1Bbi4U+fig9EuCRunFuCEb+EpmBGg3MeDBrpv96MfOrMeSjJdeMjd76LX710OCow7PH6cP3d7+G3rzbiqV3t+NVLDVG/O10jHCL91Jfk4J4b1iMgctz6+B5c8bu38VpEnaM/FDTSJgBBTIXYeq9Rv4gct9PIIRGEroQ3RiibTmQWtMLVgZJcN+740Grc+4mNWF1fFPWzBRV5ABCqa1QfMrQYNSdleR48dMspWDerGL96qQHn/eJ1PLK1BbtbB3D5b9/GrtYB/PqaNbhoRRVePtAZZfs/EyMcIv2snVWMN79+Lv4/e/cdJsdVpQ38PdU9OWhmNEE5jyRLcpJlOWfjQLCJxiYZA2tgTVrzsQsLy7Jm2SXskpZosLExXpww2IsNTjjbspKVc84TNDl3V93vj6rqqenp6ukJ1V3d9f6eR49melozV1J13zr3nHvu3754CaZXFOEuR1OrSNQMGp1nahLRyOxqi2isPJV7Gim32IvDsQ7BLE+lgODyn8fm15hB476mbgCDGQzejPrXgtoy3P3Rs7GroRP//OhmfOmRTQCAuvICPPKp83HqjElo6R7AX7acQGNnP+rKC6GUQtRgI5xskxfSMK+mFG9ZUocH1xzGQNRAflhzLO7w/5NoNAaP3DAQ1Q0M6AZvqCmn5DnOaVRKmeWpzDRSADBo9FhhXghVJflosI5xGLAzGLwZ9b2FdWV46JPn4c+bj6Olqx/vOH0aJpcWAADqa8sAAHubulBXXhhr+sBMY3Y6Y2YF7nntAA61dGNBbdm49zQSBZVdnqobCn3WfFeUz9cR5Y48xzmNA7oBQ4HZdAoEBo1pUFtWgIYOc29cLGjk4e1ZQdME150+bdjj82pKAJgZ5PPnV8dKsdgVNzvNrR78/1xQW8Y9jURjNHgcgULvgA4AzDRSTnHu2+0bsBZGeI1TAHD5Lw1qywvR1BmXaWR5alarLSuACNBoZZBjmSk2OMpKc61FgAMnrTJyVgQQjUnshlo30BexgkY2wqEcEnaUYPdEogCAYpanUgDwjigN6pyZRt2cRBk0ZrdwSMPkkgI0dpr/r/aGeGYas1N5YR6K80Ox1ynLU4nGJuxohNPDTCPloME9jY5sOoNGCgDeEaVBbXkBmrr6YRgK/cxg5IzasgI0dTLIyBU1if4/ubhDNCoigpAmiBoGemOZRr6OKHc4z2m0r3HuaaQg4Dt5GtSUFkA3FFp7BmJlbwW8Gc16NWXmYgCAwcUA/r9mLeciwECUR+MQjVVYE0SNwSwMb6gplzgzjbESbF7jFAC8w02DKqvjpjNoZHCR/YYEGToXA7KdcxHAzjSyIoBo9MKaIMobaspRedpg99ReuxEOy1MpAHhHlAZVxfkAgJNdAzynMYfY5YxKKTZOyQE1pQXDGxvx/5No1MIhDbqhHOWpvKGm3KFpAk3MXga9XBihAGFLszSoKjGDxtaegVjXLQYX2a+yOB9RQ6GrP8oMcg6oKStAR18UfRF9MNPI/0+iUQtrYmVhzBvq4jzealBuCYc0RIbs22XQSLmPd0RpYAeNLd0RZhpzyKSiPABAe2+EexpzQFWJWUbe1hPBgG7vaeT/J9FohUNmeWqP3SSEjXAox+RZJdi9A+aRG8w0UhDwnTwNKkvM4KKlu58ZqRxSXmSunrf3RhwNjjhxZKvKYvN12tozgAjLjYnGLC+kIaIb6OORG5SjwiENUUc2ndc4BQHviNKgIBxCaUHYzDTyZjRnlDsyjTx/M/tV2mXk3QOOIzfYPZVotPLDGvp1HkdAuSsvJIgYCr0RNsKh4OBGgzSpLMlDS3c/+vUSAEBBHoOLbGeXp3b0RmKPcTEge1UW23uPI7Gg0d6DTESpKwiH0B8xg8a8kLDMm3JOXkhDJDq4MMLO6RQEvMrTpKqkAC09kVj9e3E+4/VsNxg0RrmnMQfEysh7BmL/n4Vc3CEatfywhgGrdI9ZRspF4ZB9FmkUxfkhiLAqhXIfI5c0qSrOQ1NXP3pY/54znI1wKsT8mKuN2auiyMw0tnUPxB7jDS/R6BWENQxEdfQO6JzrKCflaea+3R5e4xQgvMNNk6qSArR2R9Ab0ZEf1hDSuCqV7UoLwghpwu6pOSI/rKGsIIyWngGW1RGNQ0FYQ3/UQE9ER0kB16Yp99gdgnsHdO5npMDgHVGaVJXkoaV7AL0DOor5BpMTRATlheEh3VO5pzG7VZTkobXbDBqZZSQam/yQhoGogZ7+KOc7yklhTUPUMDONvMYpKLgEmCZVJQXojeg42T3AUoYcMqkoz+qeykxjLqgqzkdrTwRF+SG+TonGqCDPzDR2D0RRwv37lIPyrWx6RBSKeI1TQPAON02qrCYbx9p6WcqQQ+ygkWc15YaK4ny09gywgQfROMQyjQM6igv4OqLcU5inmR2CB3QUc66ggGDQmCZ2O/+jrb0MLHJIuR00RnQU5mnQuFc1q1WVWEFjhM0NiMYqP+wIGrlISjmoMC+E/qiOnkiUiQAKjIwEjSJSJSLPiMhu6/fKBM85Q0ReF5GtIrJJRN6fibFOlMmlZtDY2NnPSTSHTCrKQ0dvBD0DUR6jkgMqivPQ2h1BX8RAIV+nRGNSELZuqPv5vki5qSCsoS9idU/lXEEBkalM45cBPKeUqgfwnPV5vB4AH1FKLQVwDYAfikhF+oY4sexMIwDWv+cQO9PIttu5oao4H139UXT0RVDEMxqJxsTONHYP6CjhDTXloMK8EPqsY2VYnkpBkam7ousB3Gt9fC+Ad8Y/QSm1Sym12/r4GIBGADXpGuBEm1xSEPu4qjgvgyOhiVRZnIe23gh6+lmGlQsqS8zFneNtfdzTSDRGsSM3BqIo5pEblIMKwyH0RXT0Rjj3U3BkKmisU0odtz4+AaAu2ZNFZCWAfAB7Xb5+q4isFZG1TU1NEzvSCVJWGI6dzWjfmFL2qyzOh24oNHT2ceLIAXZFwImOPpQXcnGHaCwK80KIGgoRXTELQzmpMM9eGNFZPUaB4dmVLiLPApiS4EtfdX6ilFIiopJ8n6kA7gNws1LKSPQcpdSdAO4EgBUrVrh+r0zSNEFxfgidfVFMZtCYM+wg41hbL+ZWl2R4NDRelSWDgWIFKwKIxqTUkV1kppFyUWFeCD39OgZ0g1tTKDA8ezdXSl3p9jURaRCRqUqp41ZQ2OjyvHIATwD4qlJqlUdDTRu7ryYzjbmjyvq/bOjox9JpkzI8Ghov597jiiIGjURj4QwauaeRclFBWIudz8wqIwqKTJWnPg7gZuvjmwE8Fv8EEckH8EcAv1VKPZLGsXnGPo6hrqwwwyOhieJcAGAHtexX5fj/LGfQSDQmpYWDQSPfFykXFTiyizyLlIIiU0HjtwG8RUR2A7jS+hwiskJEfm095wYAFwP4qIhssH6dkZHRTpBPXzIflcV5OGv2sBNGKEtVOTJTzo8pOzlLUiv4/0k0JiWOTCNfR5SLnI3SJnGBkQIiI5sNlFInAVyR4PG1AD5hffw7AL9L89A89clL5uOTl8zP9DBoAlU49sDZZ3FS9ioID94IcO8x0dg4y1P5OqJc5Cy7ZtM0CgoeREY0DmW8OcpZbGxENDbOoLGK74uUg5xVKcw0UlCwrRnROIhI7OMqx1mclL3uueVsrNrXgtmTizM9FKKs5LyJZtBIuWhSEfe/U/AwaCQap/k1Jdjb1I1ZVQwycsGli2px6aLaTA+DKGvVlA0uoBXyOALKQcw0UhAxaCQap5998Cz8dcsJLJ1WnumhEBFlXEgTXL20DmXc60U5yhk0lhfyVpqCgVc60TgtmlKGRVPKMj0MIiLf+OWHV2R6CESecZ7pGw6xPQgFA4NGIiIiIqIUFeaF8LbTpmIeG6ZRgDBoJCIiIiIahZ9+YHmmh0CUVsypExERERERkSsGjUREREREROSKQSMRERERERG5YtBIRERERERErhg0EhER+YiIVInIMyKy2/q9Mslzy0XkiIj8JJ1jJCKiYGHQSERE5C9fBvCcUqoewHPW526+CeCltIyKiIgCi0EjERGRv1wP4F7r43sBvDPRk0TkLAB1AJ5Oz7CIiCioGDQSERH5S51S6rj18QmYgeEQIqIB+G8A/2+kbyYit4rIWhFZ29TUNLEjJSKiQAhnegBERERBIyLPApiS4EtfdX6ilFIiohI87+8BPKmUOiIiSX+WUupOAHcCwIoVKxJ9LyIioqQYNBIREaWZUupKt6+JSIOITFVKHReRqQAaEzztPAAXicjfAygFkC8iXUqpZPsfiYiIxoRBIxERkb88DuBmAN+2fn8s/glKqQ/aH4vIRwGsYMBIRERe4Z5GIiIif/k2gLeIyG4AV1qfQ0RWiMivMzoyIiIKJGYaiYiIfEQpdRLAFQkeXwvgEwkevwfAPZ4PjIiIAouZRiIiIiIiInLFoJGIiIiIiIhcMWgkIiIiIiIiVwwaiYiIiIiIyBWDRiIiIiIiInLFoJGIiIiIiIhcMWgkIiIiIiIiVwwaiYiIiIiIyBWDRiIiIiIiInIlSqlMj2FCiUgngJ2ZHsc4VANozvQgxiGbx5/NYweye/zZPHYgu8efzWMHgEVKqbJMDyJbcI7MqGweO5Dd48/msQPZPf5sHjuQ3eOf0PkxPFHfyEd2KqVWZHoQYyUiazn+zMjmsQPZPf5sHjuQ3ePP5rED5vgzPYYswzkyQ7J57EB2jz+bxw5k9/izeexAdo9/oudHlqcSERERERGRKwaNRERERERE5CoXg8Y7Mz2AceL4Myebxw5k9/izeexAdo8/m8cOZP/40y3b/72yefzZPHYgu8efzWMHsnv82Tx2ILvHP6Fjz7lGOERERERERDRxcjHTSERERERERBOEQSMRERERERG5ypqgUUQOiMhmEdlgt5AVkSoReUZEdlu/V1qPi4j8WET2iMgmEVnu+D43W8/fLSI3Z3Ds3xORHdb4/igiFdbjc0Sk13ruBhH5heP7nGV9nz3W308yOP5viMhRxzjf6nj+V6wx7hSRqx2PX2M9tkdEvpzBsT/oGPcBEdlgPe7Hf/sKEXnEula2i8h5WXTdJxp7Nl33icafLdd9orFnxXUvIoscY9kgIh0i8oVsue4zweV9Lmv+vVzGnxXvFS5jz4r3iSTjz5b3iqydH5OMP1uu+6ydH5OMP1uu+8zNkUqprPgF4ACA6rjHvgvgy9bHXwbwHevjtwL4CwABcC6AN6zHqwDss36vtD6uzNDYrwIQtj7+jmPscwBscfk+q62/j1h/v2sz+G//DQD/L8FzlwDYCKAAwFwAewGErF97AcwDkG89Z0kmxh739f8G8HUf/9vfC+AT1sf5ACqy6LpPNPZsuu4TjT9brvthY8+m697x80MATgCYnS3XfSZ+JXqfy6Z/L5fxZ8V7hcvYs+J9wm38cV/37XtFove5LLvus3aOdBl7Nl33nCPHcO1nTabRxfUw/+Nh/f5Ox+O/VaZVACpEZCqAqwE8o5RqUUq1AngGwDVpHjMAQCn1tFIqan26CsCMZM+3xl+ulFqlzP/t32Lw7+sn1wN4QCnVr5TaD2APgJXWrz1KqX1KqQEAD1jPzRhrRegGAL8f4XkZ+bcXkUkALgZwFwAopQaUUm3IguvebezZct0n+bd345vrfqSx+/26j3MFgL1KqYPIguveZ7L63ytb3itGyTfvE6nw83tFNs+PycafDdd9Ns+PAOdIjOPaz6agUQF4WkTWicit1mN1Sqnj1scnANRZH08HcNjxZ49Yj7k97rVEY3f6GMxVANtcEXlTRF4UkYusx6bDHK8tXWMH3Mf/GSvVfbedBkd2/dtfBKBBKbXb8Zif/u3nAmgC8BtrTL8WkRJkx3XvNnYnP1/3ycbv9+t+pH97v1/3TjdicOLOhus+U7J5fgSye47M5vkRyN45MpvnRyC758hsnh8BzpFj/vfPpqDxQqXUcgDXArhNRC52ftGK8lVGRjYy17GLyFcBRAHcbz10HMAspdSZAG4H8L8iUp7uAcdJNP6fA5gP4AyYY/7vzA0vqWTXzU0YupLkt3/7MIDlAH5ujakbZslBjI+v+6Rjz4Lr3m382XDdj3Td+P26BwCISD6A6wA8HP81H1/3mZLN8yOQ3XNkNs+PQPbOkdk8PwLZPUdm8/wIcI4cs6wJGpVSR63fGwH8EWZau8FKsdpp4kbr6UcBzHT88RnWY26Pe8pl7BCRjwJ4O4APWv/BsNL3J62P18Gs915ojdNZppCWsbuNXynVoJTSlVIGgF/Zfydkz799GMC7ATzoeK7f/u2PADiilHrD+vwRmG902XDdu409W677hOPPkus+2b99Nlz3tmsBrFdKNVifZ8N1nxHZPD8C2T1HZvP8CGT1HJnN8yOQ3XNkNs+PAOfIMf/7Z0XQKCIlIlJmfwxzo/AWAI8DuNl62s0AHrM+fhzAR8R0LoB2K2X7FICrRKTSSptfZT2W9rGLyDUA/hHAdUqpHsfza0QkZH08D0A9gH3W+DtE5FwREQAfcfx9MzH+qY6nvQvm/wdg/tvfKCIFIjLXGv9qAGsA1IvIXGt15EbruWkfu/XlKwHsUEodcTzfV//2SqkTAA6LyCLroSsAbEMWXPduY8+W6z7J+H1/3Se5boAsuO4d4ld7fX/dZ0I2z4/Jxp8N7xXZPD8mG7/1ZV+/V2Tz/Jhs/Nlw3Wfz/Jhs/NbHvr7u46R/jlRp7PIz1l8wOytttH5tBfBV6/HJAJ4DsBvAswCqrMcFwE9hrgZsBrDC8b0+BnMT7h4At2Rw7Htg1hJvsH79wnr8PdbzNgBYD+Adju+1AuaLcC+AnwCQDI7/PuvfdpN1QU51/JmvWmPcCUcnKZgdnHZZX/tqpsZufe0eAJ+Ke76v/u2tn3sGgLXWv/OfYHa48v11n2TsWXHdJxm/7697t7Fn2XVfAuAkgEmOx7Liuk/3L2Tx/DjC+H3/XpFk7NnyPpHVcySyeH5MMn7fX/dJxp4V173b+LPlurd+bkbmSLH+EBEREREREdEwWVGeSkRERERERJnBoJGIiIiIiIhcMWgkIiIiIiIiVwwaiYiIiIiIyBWDRiIiIiIiInLFoJFoFETkqyKyVUQ2icgGETnH45/3gois8PJnpDiOj4rITzI9DiIi8i/OkUS5K5zpARBlCxE5D8DbASxXSvWLSDWA/AwPKyuISEgppWd6HERE5A3OkWPHOZKyATONRKmbCqBZKdUPAEqpZqXUMQAQka+LyBoR2SIid4qIWI+/ICI/EJG1IrJdRM4WkUdFZLeI/Lv1nDkiskNE7ree84iIFMf/cBG5SkReF5H1IvKwiJQmeM4LIvIdEVktIrtE5CLr8SGroCLyZxG51Pq4S0S+Z60OPysiK63vs09ErnN8+5nW47tF5F8d3+tD1s/bICK/FJGQ4/v+t4hsBHDeOP/tiYjI3zhHco6kHMagkSh1T8OcFHaJyM9E5BLH136ilDpbKbUMQBHM1VbbgFJqBYBfAHgMwG0AlgH4qIhMtp6zCMDPlFKnAOgA8PfOH2yt2H4NwJVKqeUA1gK43WWcYaXUSgBfAPCvLs9xKgHwN6XUUgCdAP4dwFsAvAvAHY7nrQTwHgCnAXifiKwQkVMAvB/ABUqpMwDoAD7o+L5vKKVOV0q9ksI4iIgoe3GO5BxJOYxBI1GKlFJdAM4CcCuAJgAPishHrS9fJiJviMhmAJcDWOr4o49bv28GsFUpddxaid0HYKb1tcNKqVetj38H4MK4H38ugCUAXhWRDQBuBjDbZaiPWr+vAzAnhb/aAIC/Osb4olIqYn3s/PPPKKVOKqV6rZ9xIYArYP6brLHGdQWAedbzdQB/SOHnExFRluMcyTmSchv3NBKNgrXn4AUAL1iT380i8gCAnwFYoZQ6LCLfAFDo+GP91u+G42P7c/s1qOJ/VNznAnNCuimFYdo/Q3d8/yiGLhI5xxdRStk/LzZGpZQhIs73iERjFAD3KqW+kmAcfdyjQUQUHJwjh42RcyTlDGYaiVIkIotEpN7x0BkADmJwcmm29lC8dwzffpaYTQQA4AMA4ktVVgG4QEQWWGMpEZGFo/j+BwCcISKaiMyEWUYzWm8RkSoRKQLwTgCvAngOwHtFpNYaV5WIuK3uEhFRjuIcyTmSchszjUSpKwXwPyJSAXNVcg+AW5VSbSLyKwBbAJwAsGYM33sngNtE5G4A2wD83PlFpVSTVebzexEpsB7+GoBdKX7/VwHst773dgDrxzDG1TBLaWYA+J1Sai0AiMjXADwtIhqACMz9KAfH8P2JiCh7cY7kHEk5TAYz7kSUCSIyB8CfrQYBREREZOEcSeQPLE8lIiIiIiIiV8w0EhERERERkStmGomIiIiIiMgVg0YiIiIiIiJyxaCRiIiIiIiIXDFoJCIiIiIiIlcMGomIiIiIiMgVg0YiIiIiIiJyxaCRiIiIiIiIXDFoJCIiIiIiIlcMGomIiIiIiMgVg0YiIiIiIiJyxaCRiIiIiIiIXDFoJCIiIiIiIlcMGomIiIiIiMgVg0YiIiIiIiJyxaCRiIiIiIiIXDFoJCIiIiIiIlcMGomIiIiIiMgVg0YiIiIiIiJyxaCRiIiIiIiIXDFoJCIiIiIiIlcMGomIiIiIiMgVg0YiIiIiIiJyxaCRiIiIiIiIXDFoJCIiIiIiIlcMGomIiIiIiMgVg0YiIiIiIiJyxaCRyAdE5IMi8nQafs6lInLE659DREQ0UThHEmUeg0aiNBGRC0XkNRFpF5EWEXlVRM4GAKXU/Uqpq3wwxudFpElEOkRko4hcn+kxERFR7suGOdImIpeIiBKRf8/0WIjSJZzpARAFgYiUA/gzgE8DeAhAPoCLAPRnclwJfB7ANqVUVETOAfCsiCxUSh3P9MCIiCg3ZdEcCRHJA/AjAG9keixE6cRMI1F6LAQApdTvlVK6UqpXKfW0UmoTAIjIR0XkFfvJInKViOy0Vlx/JiIvisgnnM8Vkf8SkVYR2S8i1zr+7C0isl1EOkVkn4h8MtVBKqU2KaWi9qcA8gDMnIC/PxERkZusmCMtXwTwNIAd4/5bE2URBo1E6bELgC4i94rItSJS6fZEEakG8AiArwCYDGAngPPjnnaO9Xg1gO8CuEtExPpaI4C3AygHcAuAH4jI8lQHKiJ/FpE+mKuoLwBYm+qfJSIiGoOsmCNFZDaAjwG4I9W/GFGuYNBIlAZKqQ4AF8LM3v0KQJOIPC4idQme/lYAW5VSj1pZvx8DOBH3nINKqV8ppXQA9wKYCqDO+llPKKX2KtOLMFdELxrFWN8OoMwax9NKKWNUf1kiIqJRyKI58scA/kUp1TXavyNRtmPQSJQmSqntSqmPKqVmAFgGYBqAHyZ46jQAhx1/TgGI7+Z2wvH1HuvDUgCwVmlXWY0E2mBOsNWjHGtEKfUXAFeJyHWj+bNERESj5fc5UkTeAaBMKfVgyn8pohzCoJEoA5RSOwDcA3NijHccwAz7E6ukZkaC5w0jIgUA/gDgvwDUKaUqADwJQJL9uSTCAOaP8c8SERGNmk/nyCsArBCREyJyAsD7AXxBRB5L5WcTZTsGjURpICKLReSLIjLD+nwmgJsArErw9CcAnCoi7xSRMIDbAExJ8UflAygA0AQgam3+T6lNuTXGa0WkSETyRORDAC4G8GKKP5uIiGjUsmGOBPAvMBv2nGH9ehxmKe0tKf55oqzGoJEoPTphbsx/Q0S6YU6EW2B2YRtCKdUM4H0wN++fBLAEZjOaEVuPK6U6AXwOZsvyVgAfgDmxpUIAfANmk4AmmMdvvF8ptT7FP09ERDQWvp8jlVKdSqkT9i8AvQC6lVItqfx5omwnZik4EfmViGgw92t8UCn1fKbHQ0RE5BecI4nSg5lGIh8SkatFpMLaf/HPMLOAicp0iIiIAoVzJFH6MWgk8qfzAOwF0AzgHQDeqZTqzeyQiIiIfIFzJFGasTyViIiIiIiIXDHTSERERERERK7CmR7ARKuurlZz5szJ9DCIiCgN1q1b16yUqsn0OLIF50giomCY6Pkx54LGOXPmYO3atZkeBhERpYGIHMz0GLIJ50giomCY6PmR5alERERERETkikEjERERERERuWLQSERERERERK4YNBIREREREZErBo1ERERERETkikEjERERERERuWLQSERERERERK4YNBIREREREZErBo1ERERERETkikEjERERERERuWLQSERERERERK4YNBIREREREZErBo1ERERERETkikEjERGRz4jI3SLSKCJbXL7+QRHZJCKbReQ1ETk93WMkIqLgYNBIRETkP/cAuCbJ1/cDuEQpdSqAbwK4Mx2DIiKiYApnegBEREQ0lFLqJRGZk+Trrzk+XQVghueDIiKiwGKmkYiIKLt9HMBf3L4oIreKyFoRWdvU1JTGYVE2U0pleghE5CMMGomIiLKUiFwGM2j8J7fnKKXuVEqtUEqtqKmpSd/gKGsdbevF3K88icc3Hsv0UIjIJxg0EhERZSEROQ3ArwFcr5Q6menxUO5Yf7AVAPD4BgaNRGRi0EhERJRlRGQWgEcBfFgptSvT46HcohtmaapIhgdCRL7BRjhEREQ+IyK/B3ApgGoROQLgXwHkAYBS6hcAvg5gMoCfiXlnH1VKrcjMaCnX9AzoAADGjERkY9BIRETkM0qpm0b4+icAfCJNw6GA6RmIAgDCIYaNRGRieSoRERERxdiZxpDG20QKtt4BHd390UwPwxf4bkBEREREMX0RM2g0DB67QcF21r8/gw/f9Uamh+ELDBqJiIiIKCZqBYv9USPDIyHKrJ4BHesPtWV6GL7AoJGIiIiIYgasYHFAZ9BIRCYGjUREREQUE7GCxYGonuGREGVOhIsmQzBoJCIiIqKYqG6Wpw6wPJUCzG4IBQBKcX8vg0YiIiIiiollGplpoQCzG0IBfC0ADBqJiIiIyMG+QY5EmV2h4HJmGpl1Z9BIRERERA7MNBKZZzTaIjoXUBg0EhEREVEM9zQSAb2RaOxjvhYYNBIRERGRg51h5DmNFGS9A4PXP4NGBo1ERERE5MAjN4iA/igb4TgxaCQiIiKiGLs8VTe4j4uCy7mPkZlGBo1ERERE5GBnGqMMGinAIo7sIjONDBqJiIiIyGGAmUYiRI3BQDHCoJFBIxERERENcmYalWLgSMHE8tShGDQSERERUUzUkVVhspGCKsqgcQgGjUREREQU48ywOEv0iILEee1zTyODRiIiIiJycN4sc18jBRXLU4di0EhEREREMc6kCjuoUlA5y7TZCIdBIxERERE5GI7mNwaDRgoo54IJM+4MGomIiIjIQTcUQpoAYKaRgisypCEUXwcMGomIiIgoxjAU8kPmLSIzLBRU0SENofg6YNBIRERERDG6UsgPm7eIvFmmoIo4GkKxTJtBIxERERE56MZg0KjrvFmmYGKmcSgGjUREREQUY6jB8lSe00hBFdUNWFt7WaYNBo1ERERE5KAbCgVh7mmkYIsYCoV5IQB8HQAMGomIKA2UUtjX1MV9IUQ+p5SCocA9jRR4Ud2IBY18HTBoJAqkjr4IzrjjaTyzrSHTQ6GAeHT9UVz+3y/ilT3NmR4KESVh3xvnsXsqBVxUH8y4c8GTQaNvGIbC7Q9uwFNbT2R6KBQAh072oK0ngn99bEumh0IBseVYOwBgV0NnhkdCRMnYQWI+y1Mp4CKOMm1mGoFwpgdApiOtvXj0zaNYte8krl46JdPDoRzXF9EBDK4oE3nNbqoxoLOpBpGf2YeY54XMDiC8WaagiuoG8kIaNBl8XQQZM40+0dUfBQAca+/L8EgoCDqt602Bb4KUHiGrBd1AlEEjkZ/ZN8f5YTYAoWDTDYWQJghpwsUTMGj0jd5INNNDoADp7uf1RunVa2W3GTQS+VusPJVHblDAOYNGLp4waPSNngE900OgALGDxrDGtwBKj55+Bo1E2cCOEXnkBgWdrsygMaxpfB2AQaNvMGikdOqybuAL8vgWQOnRY2cauaeRyNd0NbQRDsvyKKh0Q0ETgSZcPAEYNPpGrxU0hq19P0Re6uozM412+RGR13oHzGuOmUYif4svT9V13ixTMBlKIawJwiFmGoEMB40ico2I7BSRPSLyZZfn3CAi20Rkq4j8b7rHmC52pjHEoJHSoD9qXm98E6R06WZ5KlFWiHVPDbN7KgVbVFfQNIEmbIQDZPDIDREJAfgpgLcAOAJgjYg8rpTa5nhOPYCvALhAKdUqIrWZGa33eqxV+DxmfigN7GAxwlJBSpM+a6Gin9ccka8NZhrN7qk8aoCCysw0aghrAoNBY0YzjSsB7FFK7VNKDQB4AMD1cc/5OwA/VUq1AoBSqjHNY0wbuzyViUZKB3vFjFkfShd7gYLXXGpE5G4RaRSRLS5fFxH5sVWps0lElqd7jJSb7KDRzjSyIoWCikduDJXJoHE6gMOOz49YjzktBLBQRF4VkVUick2ibyQit4rIWhFZ29TU5NFwvdVv3UhxQY/Swb4JGOBeFUqTqM6FilG6B0DCOc9yLYB669etAH6ehjFRAMTOabQqn5hppKDSFRxHbnDu8nstZBjmhHgpgJsA/EpEKuKfpJS6Uym1Qim1oqamJr0jnCD2KjxLtygdWJ5K6TbATOOoKKVeAtCS5CnXA/itMq0CUCEiU9MzOspl9vxgH8nETCMFlW4Y1pEbAq6xZzZoPApgpuPzGdZjTkcAPK6Uiiil9gPYBTOIzDkRxyq84qoeeYzlqZRusUwjFyomSirVOgByoxqH0sfOLIZDYn2eydEQZY5uwDxyg5lGAJkNGtcAqBeRuSKSD+BGAI/HPedPMLOMEJFqmOWq+9I4xrSJOi5G1k2T1+w3P2YaKV24pzFzcqEah9LHnhZi5am8J6GAMgyFkGYeh8eMewaDRqVUFMBnADwFYDuAh5RSW0XkDhG5znraUwBOisg2AM8D+JJS6mRmRuwt5807b6rIa/bCRNRQvCGgtGDQOOFSqdYhGrXYkRtWplFn9RMFlG51T9WEQSOQwSM3AEAp9SSAJ+Me+7rjYwXgdutXTos4iqUHogZKCjI4GMp5zkBxQDdQqIUyOBoKggjLUyfa4wA+IyIPADgHQLtS6niGx0Q5YLB7Kvc0UrDphnlOYzjEoBHIcNBIg6LOTCNvqshjzhLoiG6gMI9BI3mLmcbREZHfw9yeUS0iRwD8K4A8AFBK/QLmgutbAewB0APglsyMlHJNLNOosXsqBZtuKITE3NfIrWMMGn0jPtNI5CV9SNDIN0Lynt0IhzegqVFK3TTC1xWA29I0HAqQ+HMauYWBgiqWadSEcxf8f+RGYDj3NHI1g7wWn2kk8pJSKlZBwfc3In8b3NNolafyJUsBpRsKYeucxihfCAwa/cJ5I8W2vuQ1Z6aRmW3ymj7k/Y0TL5Gf2euIeeyeSgGnK4WQFTRy7mLQ6BvMNFI68Sae0slZAh1lZpvI1+w5IT+WaeQcQcFkGAqaWEEjXwcMGv3CGTTyJp685rzGuEhBXosYfH8jyhZ2eWrYPnKDr1kKKGYah2LQ6BPOlXhemOS1qOMmnpu7yWsRqwS6ME/jai2Rz8Ua4ViZRsXXLAWUrptBY5hBIwAGjb4RZXkqpdGQTCM3d5PH7EWxorwQJ14in9NjjXDsTGMmR0OUObpSCIlAEwaNAING34joCgVhbjqn9OCeRkonu/y+KC/ERTEin7PvQcIa9zRSsOmGlWkMMWgEGDT6RkQ3UJRvHrDOmyry2pCgkTcE5DE7aCzMC0EpLowR+Zk9P4Q0gSZ8vVJwGbE9jRqDRjBo9I2ooVAYNoNGXpjktaihkG9ltnnEC3kt1o3Ruua4MEbkX/bL0+4ayX3vFFRRK9MYEs5bAING34joBgrzeENF6aEbCgVWkwPuaSSv2e9psRJ83oQS+Zb9+gxpAhEeNUDBpJSCUvbiCTONAING34jqCgVWppGlIOS1qKFQkMf9KpQeeixoZAk+kd8NlqcCIRHek1AgOcu0QxqrAAEGjb7hvInnDRV5zTDU4MHNvN7IY7Gg0V6oYHabyLfsTGPsUHPuYKAA0pUzaORxUQCDRt8wlPMmnu/Q5C1zkYJ7aCk94stTo3yPI/KtYY1weLNMAcRM43AMGn0iqhvMNFLa6Mw0UhrFN8LhNUfkX/brk41wKMhiQaMIQjynEQCDRt/gTTylU9Qw2MmS0iYWNIa4j5bI75yNcHioOQWVXRCjaQJN495egEGjb+hqsBEO36DJa7rh6GTJ6408NqwRDvc0EvmWvYcxZN8sc5GHAshe3AxrVqaRrwMGjX6hO87NY+aHvKYbLIem9LH3MLI8lcj/dGcjHGYaKaDseUvT7IZQfB0waPQJ52HrzPyQ16Ish6Y00oc1wuE1R+RXRmxPI9g9lQLLLk8NCTPuNgaNPmAY5gGivKGidHFmthk0ktfYCIcoewzpnqqZh5wTBc3gkRtgxt3CoNEH7AuTN1SULrrBPbSUPvF7GnnNEflX7JxGuxEOg0YKICO2eKJZmUYuoDBo9IH4VXhmGslr3ENL6RRlppEoa8S6p3JPIwVY1BiaaQSAoL8UGDT6QPwqPPc0kpeUUkP20HIVmbxm34QOluBzkxSRX7F7KlH8eaVDHwsqBo0+EGWTCEoj+/KyrzedXQ7IY/YRG8w0Evmfwe6pREPPK9VkyGNBxaDRB+I7C+pchScPxR9/wEUK8hq7pxJlj6GNcCTwJXkUTPbrwD6n0flYUDFo9IHhZ5hlcjSU6+w1iVg5dMBXzsh78XsaWYJP5F+DZXnmL75eKYiGlqdaQWPA75cYNPqAfROfF9IgwkwjectepGDWh9JFV0P3bfOaI/IvQyloAoh1sxz0G2UKpiEZd7sRTsDnLgaNPmDfxIc0QVgT3lCRp2LdekP2nkZeb+Qte99sQR73NBL5nW6oWGZF455GCijdcfRMLNMY8NcCg0YfiK1miPANmjw37PgDriKTx2LNvkLMbhP5na5ULLMSYvdUCijnnkaN5akAGDT6QuzCDJmZRgaN5CW7vGKwHJrXG3kr/ixaluAT+ZcxJNM4uIWGKEicCZ3YOY0Bfy0waPQBZ910iOWp5LGoY/WM5dCUDvF7Gtnsi8i/dAOxTKMm3NNIwWQvsJvlqeZjQX8tMGj0gahzNYOZRvKYbgyt0w/6xm7ynr1v1t7TGA36ci2Rj9mNcABwjqDA0p3nNLIRDgAGjb4wNNOoBX4lg7zlzDSGhJlG8l40vvkSrzki33I2wmH3VAqqaFwVIMC5i0GjDwzb08huluSh+HLooL8JkvfszIU98XKhgsi/DDW0e2rQsysUTEZcFSDA8lQGjT5g30DZB4jyhoq85OwIFg5pDBrJc1FDIaxpCIe4Wkvkd4aje6omAF+uFEQ8p3E4Bo0+YLezDmualfnhfh/yjr2fTLPeCLlIQV6zy91Y4kPkf8PKU/l6pQAyVILyVGYaKdOi+uCFGdYErE4lLw3JNLLJAaVBVFfW+xv3NBL5XXz3VJ7TSEEUTZBpDPrcxaDRB4bvMWOmkbwTv7mbmUbymr1Hyj7rKsIzN4h8y7mnkZlGCio9busYwHMaGTT6gB6XAo8y1UgeMgyWQ1N6RQ3D7NZr7Wlk5oLIv5zlqZrGTCMF09DyVPMxlqdSxtk37WF2s6Q0iDVe0sByaEoL3VDmuaCxEp8MDyhLiMg1IrJTRPaIyJcTfH2WiDwvIm+KyCYReWsmxkm5RXec02iWp2Z2PESZYM9TYZanxjBo9AHnnkaeiURe05lppDSL6sqceK0Zh5mLkYlICMBPAVwLYAmAm0RkSdzTvgbgIaXUmQBuBPCz9I6ScpHhbIQjvFGmYNIdTQNj5akBn7sYNPoAz82jdBq2p5GpRvKYHrenke9xKVkJYI9Sap9SagDAAwCuj3uOAlBufTwJwLE0jo9ylG44jtzgPQkFlJ1pDAnnLhuDRh/QY0dumBdm0C9K8pbh6J7KRQpKB91QsevN/pxGNB3AYcfnR6zHnL4B4EMicgTAkwA+m+gbicitIrJWRNY2NTV5MVbKIc5zGkPsnkoBZd+ba5q5eALwnEYGjT4Q69CkCVf1yHPxmUaWQ5PXotaeRhGBCEt8JtBNAO5RSs0A8FYA94nIsHldKXWnUmqFUmpFTU1N2gdJ2SX+nEa+XimI7AAxJDyn0cag0Qfs8kA708g3aPKSXadvnz3ERQrymmFlGgGr+RKvuVQcBTDT8fkM6zGnjwN4CACUUq8DKARQnZbRUc7S1WBmRUTYuIoCKero/8BGOCYGjT4Qf+RG0C9K8lY0rjyVixTktaihELK64HChImVrANSLyFwRyYfZ6ObxuOccAnAFAIjIKTCDRtaf0rgYhoJ1Og5CGisDKJiUdd2LBjbCsTBo9AFnN0uNRyCQx4Y0XuINPKWB7sg0cmEsNUqpKIDPAHgKwHaYXVK3isgdInKd9bQvAvg7EdkI4PcAPqpUwO9qaNwM5eyeytcrBZPuLE/lcVEAgHCmB0BDz80LCTfakreGLlIAPHGDvGbvaQSsm1DGNSlRSj0Js8GN87GvOz7eBuCCdI+Lclt891Tek1AQOasA7eOigr6AwkyjDxiOm3iuwpPXhixSsBEOpYFzTyNvQon8LT7TGPSSPAome57ShOc02hg0+sCwbpa8oSIP6XGbu3m9kdeihjGkGyMXKoj8y9k9VePrlQIqdk4jzxiOYdDoA85ulryhIq85FynYyZLSQTdUbNLV2I2RyNd0hcHyVBFuYaBAip3TKI5zGgN+f86g0QfsG6iwdQQCS7fIS4Pl0MxsU3pEDYVwaPDIDb7HEfmXMeScRp5NR8FkGAqamMfOMNNoYtDoA8w0UjoN7mm0Fil4vZHHht6ESuwaJCL/0a2bZYDdUym4dDV03gIYNDJo9IFYuaDwCATynr1IwUwjpUt0SCMclvgQ+ZmhhnZPBQbPrCMKikSvg6DPXQwafcAwFMSqmWZnQfKac08jmxxQOjhb+HNhjMjfhjTCYVkeBZQRN28BPKeRQaMPOFfheYYZeW3InkbuoaU00B17GrlQQeRvunKcq2qX5fE1SwGjG3B0EbYeC/jrIKNBo4hcIyI7RWSPiHw5yfPeIyJKRFakc3zpMmQVPsTOguStYUe8BPxNkLxnZi7M6YYLFUT+ZsR1OzYfy+SIiNLPLE81Pw7FXgfBnrsyFjSKSAjATwFcC2AJgJtEZEmC55UB+DyAN9I7wvTR4zONfHcmD+nOjmCaQNeD/SZI3htSTcF9tES+NrQByOBjREGiG2yEEy+TmcaVAPYopfYppQYAPADg+gTP+yaA7wDoS+fg0ikad2EG/aIkb5k38INZH94MkNeGVFPwPY7I1wxj6DmNABuAUPA4F0/YCMeUyaBxOoDDjs+PWI/FiMhyADOVUk8k+0YicquIrBWRtU1NTRM/Uo/Fbzrn/RR5acj1prEcmrynx2caAz7xEvmZoVQsw6ixLI8CKnEjnGC/DnzbCEdENADfB/DFkZ6rlLpTKbVCKbWipqbG+8FNsKhzv4/Gi5K8NbTkgitn5L2oMdhYQ2P3VCJfY1kekcvrIOD3S5kMGo8CmOn4fIb1mK0MwDIAL4jIAQDnAng8F5vhGEPOMOMqPHlryBshb+ApDXTDGJJp5EIFkX8lOp+O9yUUNLrzdcCMO4DMBo1rANSLyFwRyQdwI4DH7S8qpdqVUtVKqTlKqTkAVgG4Tim1NjPD9U407iY+6BcleSvquIHnuaCUDlyoIMoe8a9XAGDMSEGjFBJk3DM5oszLWNColIoC+AyApwBsB/CQUmqriNwhItdlalyZoBvG0EY4fHcmDw27gef1Rh4buo+W7fuJ/MzZuMo+coALPRQ0dqd5wPE6CPj9UjiTP1wp9SSAJ+Me+7rLcy9Nx5gyQY9bzVDK2oBrX6VEE2hIU5IQsz7kPV0NXnNhTUOvrmd4RETkxlAYXp7KeYICRleD9+EiAhGWp/q2EU6QDMk0CvcPkLecTUlYKkjpoDsb4WiCKK85It8yKwPMj1meSkFlGCp2/QPW9rGAvxAYNPqAHtcIx36MyAs8/oDSbcg1x9VaIl9zZlisxu6cJyhwnNsqADaqBBg0+kL8wdcAj0Eg7zgbL2lilkMrXm/kEaXUkHK3kMbsNpGfOTMsGs+no4BydhEG2KgSYNDoC7qhEA7xAFFKD/OIF/tcUF5v5C372go7Fiq4KEbkX7oafj4dX7MUNPGZRnPBM4MD8gEGjT4QNYaficTuguSVIXsaeQYXeczev+i85rhIQeRPSikoZ2WAMGikYNIVhjSk1ISvAwaNPmA4V/XY1pc8NmQPrXCRgrxlT7LOfdt8fyPyJ3s9x74nEVY/UUCZZdqDn3PBk0GjL0R1R9BotSwL+oVJ3nHuaQyxyQF5zM402tdcmBMvkW/pca/XEKufKKCcCR2AjQMBBo2+YKjBTefc00he0w3D0T3VWqTQeb2RN4z4m1Ae80LkW3ZlwGDjKvPxoN8sU/Dohopl2gFrP37A5y4GjT4wpBEO36DJY84z81gOTV6LzzRqGideIr8azDSanwv3NFJAORM6AMtTAQaNvuA8cmNwj1mwL0zyTvw5jfZjRF5ImGnkDSiRL+nxmUbek1BADTunkXMXg0Y/0BVv4il9hpzTyHbq5LFYptHRITrobcuJ/MoODuPPjuY9CQVNfPfUEKtkRg4aRWShiDwnIlusz08Tka95P7TgiOo8AoHSZ0imkXtoyWPDG2vk1iIF50jKJfGv11j1U+68ZIlSkrB7asBfB6lkGn8F4CsAIgCglNoE4EYvBxU0hkp0BELAr0zyjFlyYb70Na4ik8eGBY251wiHcyTljFh5auyexHw8lxZ6iFIxvDyV9+apBI3FSqnVcY9FvRhMUDkPWw8z00geM98IzY95cDN5zX4vG8w0arkWNHKOpJxhH60RYnkqBZyhBvuNAGyEA6QWNDaLyHwACgBE5L0Ajns6qoAxnIetW79Hg54DJ89EDYWwlWm0u/YG/Y2QvJOoPDXHrjfOkZQzBhd5zM81LmRTQLERznDhFJ5zG4A7ASwWkaMA9gP4kKejCpioMfycRmZ+yCvON0KNexrJY3qiRji59f7GOZJyxrBGONbvKrdes0QjSpRpDHp56ohBo1JqH4ArRaQEgKaU6vR+WMFiOG7iWQpCXosaxvBuvbwhII8k2tOYSxMv50jKJW6NcNjxmILGSNA9Nej3Sq5Bo4jc7vI4AEAp9X2PxhQ4PAKB0skwnE0OuEhB3hpenpobEy/nSMpFRtweZGsnA+cIChw9rnuqlntN3EYtWaaxzPp9EYCzATxuff4OAPGb/mkcDOU4coOreuSxRJlGg9cbeSSaIHOhlFnuJo7SnyzEOZJyjh00xp/TyPJUChrd0aQSsMpTA/46cA0alVL/BgAi8hKA5XbJjYh8A8ATaRldQESHNMIxHwv6agZ5Rx9SDm09FvA3QvJOfOYi7CjBD4eyN2jkHEm5yF6wHlaeyjmCAsZQg/1GgJw8LmrUUumeWgdgwPH5gPUYTRDdUMM2nQd9NYO8M2SRguWp5DG7E3R8CX40d645zpGUM/S4RjicIyiohnVP1ViVlUr31N8CWC0if7Q+fyeAez0bUQA5j9ywV95z6IaKfMZZcmEfvcFFCvJKLNMYV+6WQ9ecZ3OkiFwD4EcAQgB+rZT6doLn3ADgGzCP/NiolPrARPxsCqb4yoAcfL0SpcS5dQwwXwuRgO8dS6V76rdE5C8ALrIeukUp9aa3wwqWIY1w7Ewjg0byiJ6gHJrngpJX7AUwe0EslGOZC6/mSBEJAfgpgLcAOAJgjYg8rpTa5nhOPYCvALhAKdUqIrXj/bkUbIOZRvPzWPVTsO+VKYB0Y2h5KhvhpBA0isgsAM0A/uh8TCl1yMuBBYmheOQGpY+5SGFGiyyHJq/Fn/um5VjzJQ/nyJUA9lhHekBEHgBwPYBtjuf8HYCfKqVaAUAp1TjOn0kBZ+9dtF+n9j0z9zRS0MSXp7IRTmrlqU/ALHsBgCIAcwHsBLDUq0EFTaJMI9+gySvOTCMXKchr9rUVji1UWI/nznucV3PkdACHHZ8fAXBO3HMWAoCIvAqzhPUbSqm/xn8jEbkVwK0AMGvWrHEOi3KZvcgzrJyccwQFjFKDiyYAG+EAqZWnnur8XESWA/h7z0YUMIahoFSC/QMBvzDJG0qpIXsa7d9z6AaefMYuT7VLoXNtoSLDc2QYQD2ASwHMAPCSiJyqlGqLG+OdAO4EgBUrVuTGPzx5ItG5qoB50DlRkOhx3VM1jUFjKt1Th1BKrcfw1U4aI92lSQRv4skL9vtdLNPIPbTkMbucJ5ZptH7P1cl3AufIowBmOj6fYT3mdATA40qpiFJqP4BdMINIojHR485pZHkqBdWw8lRheWoqexpvd3yqAVgO4JhnIwqY2KpeiO2tyXtRayMZ99BSukRjmQsM+T1XbkI9nCPXAKgXkbkwg8UbAcR3Rv0TgJsA/EZEqmGWq+6bgJ9NAWXEndPIhUUKqkTdU4N+r5TKnsYyx8dRmPs3/uDNcIJHj9s/EGZ7a/LQ4P6yuG69vN7II7E9UlaGMQc7RHsyRyqloiLyGQBPwdyveLdSaquI3AFgrVLqcetrV4nINgA6gC8ppU6O92dTcMWqn3K0nJwoVcO6p2oS+DLtVILGbUqph50PiMj7ADzs8nwaBd3lTCQegUBeiMbtV+G5oOS1qEtjjRy6CfVsjlRKPQngybjHvu74WAG43fpFNG6u3Y65sEgBopSCoTA00yg5NW+NSSp7Gr+S4mM0Bro+9Caeb9DkJSMuaGQ5NHnNiCvBz8F925wjKWcYKvEcwXsSChL7loiNcIZyzTSKyLUA3gpguoj82PGlcpglODQBhmUaYzfxGRsS5bBoXHlqiIsU5LH4TGOulKdyjqRcpMdlGnlPQkGkx+3FB9gIB0hennoMwFoA1wFY53i8E8A/eDmoIIlvb63lWJMI8hc9bn8ZbwjIa/ELY+HcyTRyjqScMyzTqA19nCgI7OudjXCGcg0alVIbAWwUkfuVUlw19Uh8Ixx2KiMvxWcaYzcEvN7II7o+tGOvliP7tjlHUi6yFxC1HKsMIBoNI+7oGcBuhBPs10Gy8tSHlFI3AHhTRIb9KymlTvN0ZAHhdpBu0FczyBuxJgfx11vA3wjJO3ZsOKyFf5Zfc5wjKRcN654qnCMoeOITOvbHQb83T1ae+nnr97enYyBB5RY0ZvsNFfnTsD2NbIRDHtNz92xQzpGUc1y7p2b/65UoZfZ5pSxPHSpZeepx6/eD6RtO8LgeuRHwC5O84XYDz0UK8opd7haOK0/N9muOcyTloviFbPtj3pJQkMTuzQdfBtCEr4Nk5amdAJz/PGJ9LjCPhyr3eGyBMKwRDjM/5CG37qnZvr+M/MteqMi1boycIykX6Yn2cgnLUylYEi+e8N48WaaxLJ0DCSrd5SaepSDkBTs41HIs60P+NTzTaD+e3dcc50jKRfFn+QJWhiXLX69Eo5Goe6qmSeAXT5LtaYwRkeUALoS5ivqKUupNT0cVIK5nIgX8wiRv2G+E3NNI6RLLNMaO3DCjxlxaqOAcSbkifsuM/THnCAoSt0Y4QV880UZ6goh8HcC9ACYDqAZwj4h8zeuBBUUs0xjipnPyXtSl8RIXKcgrulKxRQpgsCtjruzb5hxJuSS+EY79cY68XIlSEkvoxC+eBPxeKZVM4wcBnK6U6gMAEfk2gA0A/t3DcQVGNMEbNC9M8spgObR5584zuMhrUUMNLfHJvWuOcyTljER7uTTJrcoAopHYl3sobvFEKUApBXE8HiQjZhoBHANQ6Pi8AMBRb4YTPIPlgoP/FeZZMJkaEeWywT2N5ueDxx9kakSU6wwjPtOYcyXRnCMpZxgJbpZZnkpBE2sI5YiScnDuGrVUMo3tALaKyDMw92u8BcBqEfkxACilPufh+HJe/E08YL9B8y6eJl78IoV9L8/MNnklaqhhq7VATl1znCMpZxguN8vMNFKQxPcbAYZu50mpIUwOSuXv/Ufrl+0Fb4YSTEbsLJj4Vb1MjYhyWfyeRhHhIgV5yjAUQqHhE28OladyjqSckehmWYRBIwWLkaAh1ODWiowMyRdGDBqVUvemYyBBFY1rhANw/wB5xw4Oh5QLshyaPBSfacy15kucIymXJOyeKixPpWBJ2D3VPi4qR+ausUile+rbReRNEWkRkQ4R6RSRjnQMLggSdSrj/gHyil0OPWT1TOMiBXnHUGpY+34gd/aFcI6kXOJ+T5KpERGlX6LuqRqPKEupPPWHAN4NYLNSvLOcaPHdLAF2TyXvJCq54CoyeSmqq2HXG5BTE+8PwTmScoQdHMYvLPLSpiBx2zoG5NTWilFLpXvqYQBbOBl6I3bkhuN/QuMBouSRWDn0kBsCBo3kHT3HM43gHEk5JNY10nGigCZcyKZgSXT0TK5trRiLVDKN/wjgSRF5EUC//aBS6vuejSpAEh65wZt48ojbGyHLU8kruqHishbWam3uXHOcIylnGIaCJhhyDh2rUShoBrsI5/QZw6OWStD4LQBdMM+hyvd2OMEz2M1y8DGWp5JX7D2Nw88F5fVG3ogPGgfLUzM1ognHOZJyRnxlAGDeOPOWhILEviVyvhSYaUwtaJymlFrm+UgCyogFjcw0kvf0BOXQvN7IS3r8OY2514GOcyTlDDPTGBc0Sk6VkxONKGH31Nzbjz9qqexpfFJErvJ8JAEVdbkwg3xRknd0lkNTmsVnGu1rL4dKfDhHUs6If70C3NNIwRPrIux4Ldi36UE+pzGVoPHTAP4qIr1sJz7xYpnG0NA9Pzm034d8JJpgTyNvCMhLbuWp0dwJGjlHUs7Q1dDKAMDa9547r1eiESU8r5TlqSOXpyqlytIxkKBippHSSbc2koXjG+HweiOP6ErFdes1f8+Va45zJOUSpYZmVwA2S6PgiW3lSXTkRoBfC6nsaYSIVAKoh7nRHwCglHrJq0EFSaLVDI0H6ZJHoglKLszGS5kaEeU63VDDrjcgt1ZrOUdSrkhUnirCOYKCJdGZ1uyemkLQKCKfAPB5ADMAbABwLoDXAVzu6cgCws78DE2BB3slg7wzeMSL840w2G+C5C3diMs05lgzAc6RlEt0pRAXMyLEOYICxk7chBJkGnNpwXO0UtnT+HkAZwM4qJS6DMCZANom4oeLyDUislNE9ojIlxN8/XYR2SYim0TkORGZPRE/10/s1TuWp1I6JNrTyEY45KVoXDfGWIlP7lxzns2RROmWqHsqy1MpaBJ1ms+1Bc+xSCVo7FNK9QGAiBQopXYAWDTeHywiIQA/BXAtgCUAbhKRJXFPexPACqXUaQAeAfDd8f5cv9GtNkzORji8iSev6PrwTGNI0wK9ckbeMgyFcGjoohiQU6u1nsyRRJngWp7KexIKkETlqYMLnhkZki+ksqfxiIhUAPgTgGdEpBXAwQn42SsB7FFK7QMAEXkAwPUAttlPUEo973j+KgAfmoCf6ytuKXC+QZMXEmcag71yRt6KGgpFQ85pFEhunfvm1RxJlHZmeWpcplEE0SDfKVPg2EHj0CoZ8/ccWvActVS6p77L+vAbIvI8gEkA/joBP3s6gMOOz48AOCfJ8z8O4C+JviAitwK4FQBmzZo1AUNLH7fNtkG+KMk7hrVfRVgOTWlixHVPBXLrmvNwjiRKOyNBpjGkCfqjufF6JUpFou6pLE9NsXuqTSn1olcDSUZEPgRgBYBLEn1dKXUngDsBYMWKFVn1vxnVE6fAB6Jc1aOJFzVU7HB1G88FJS9F9QSHhWu5uTCWqTmSaKLoCglfrwG+T6YASlqemoNzV6pGFTROsKMAZjo+n2E9NoSIXAngqwAuUUr1p2lsaaPHUuCDj4Vy9IaKMi/RfpVcyvqQ/xgq8TWXQ41wiHKG2Qhn6GOaBPtGmYIn4dYxZhpTaoTjlTUA6kVkrojkA7gRwOPOJ4jImQB+CeA6pVRjBsboOd0wENJkSLmgxhsq8khUH14qqHEPLXko6lLuxrNoifyHC4tEg929h3RPzb3O36OWsaBRKRUF8BkATwHYDuAhpdRWEblDRK6znvY9AKUAHhaRDSLyuMu3y1q6MbwUhJlG8opuGEMOWgesrA+vN/KIuUcqriSamQsiX0rUCIcLixQ0epLy1CDfn7uWp4pIJ4BE/zICQCmlysf7w5VSTwJ4Mu6xrzs+vnK8P8PvdMMYkv4GzAvT3utINJH0RE1J2OSAPBQ1FEJx5W650CE6HXMkUbolaoSjCRDg+2QKIHt+CrERzhCuQaNSqiydAwkq3UDCzoJchScvJCw9yoEbePIvPUGmMaRpseNfshXnSMpFCfcgs/qJAiZ25AYb4QyRciMcEakFUGh/rpQ65MmIAiZhuSBv4skjifY08oaAvGQGjUMfC2m5ty+EcyTlAl0NPZIJYJ8FCh4jQaZxsBFORobkCyPuaRSR60RkN4D9AF4EcAAu5yXS6CUqF2R7a/KKbqhhixSasCkJeUd36Z6aKwsVXs6RInKNiOwUkT0i8uUkz3uPiCgRWTERP5eCy3ApJw9ydoWCx94hNuScRitiCnJSJ5VGON8EcC6AXUqpuQCuALDK01EFSKKb+JAE+6Ik7yTe05h7WR/yj0Ql0ZqWU5kLT+ZIEQkB+CmAawEsAXCTiCxJ8LwyAJ8H8MZ4fyZRwtdrDi3yEKUiUfdUlqemFjRGlFInAWgioimlngfA1cwJohtqWCMcdiojr7gefxDgN0HyVqL3uBy75ryaI1cC2KOU2qeUGgDwAIDrEzzvmwC+A6BvAn4mBVzC7qkiMFiNQgGSsHsqG+GktKexTURKAbwE4H4RaQTQ7e2wgiPhTTwb4ZBHdF0hPOz4g5zK+pDPJGyEk1vnvnk1R04HcNjx+REA5zifICLLAcxUSj0hIl9y+0YiciuAWwFg1qxZEzA0ylWGoZAfjm9cFewbZQoe+3ofWp7KTGMqmcbrAfQC+AcAfwWwF8A7vBxUkCRqbx0O5dQNFflINFE5dG5lfchnEjfCyamFsYzMkSKiAfg+gC+O9Fyl1J1KqRVKqRU1NTVeD42yWKI9yBoXsilgYo1wmGkcYsRMo1LKuWJ6r4djCSRdDT9yQ8utVXjyEd0wEndP5fVGHkl85EbunEXr4Rx5FMBMx+czrMdsZQCWAXjB6nY5BcDjInKdUmrtBI6DAsQwEpSn5tYiD9GIYuWpzu6pGoPGVLqnvltEdotIu4h0iEiniHSkY3BB4HrkBt+gyQO6QuJOlgF+EyRvmZmLoY/lUubCwzlyDYB6EZkrIvkAbgTwuP1FpVS7UqpaKTVHKTUHZvMdBow0Lq7djjlHUIAMNsJheapTKnsavwvgHUqp7V4PJoh0I8GRG3yDJo8w00jppJRyzTTm0DXnyRyplIqKyGcAPAUgBOBupdRWEbkDwFql1OPJvwPR6OkGhmUaQzwGjALGbfEECPY5jakEjQ0MGL2jJygFCeVWO3rykajucvxBgFfOyDv221jCDtG5c8l5NkcqpZ4E8GTcY193ee6lXoyBgsVIsJAtwmOZKFgMlWjeMn8PciVgKkHjWhF5EMCfAPTbDyqlHvVqUEGiGwrhEMtTKT30RJ3xmNkmj9jX1bD3uNy6CeUcSTkjahiJy1N5T0IBYhgKcTFjLIjMoblr1FIJGssB9AC4yvGYAsAJcQJEE20655lI5JGEJRe5VSpIPpKobTmQc9cc50jKGYZC4j4LufN6JRqR7nKmtf21oEqle+ot6RhIUBlqeClISAt2+pu847aHNtveA5VS+Lf/24bndzbiC1fW411nzsj0kCiBwQOShz6eSzehnCMpl+iGQlxhADRNwFsSChJdqYTbKgA2wklKRH6c4OF2mBvxH5v4IQVLVE90bp4G3VBQSkHi8+NE45BoT2M2Htz8pw1Hcc9rB1Bdmo8vPbwJ9bVlWDZ9UqaHRXGiVseAcIJGOJEc6SbAOZJyiZ7gLF9NuJBNwWIkOtOa5zSOfOQGgEIAZwDYbf06DeZ5UR8XkR96NrKASJhptOumg3tdkkfMTGP8DbyWdW+Cv3n1AOprS/Hs7ZegpCCMn72wJ9NDogSi1nWVFxqe3c62ay4JzpGUMxJVo3DfOwWN21Ye+2tBlcqextMAXKCU0gFARH4O4GUAFwLY7OHYAiFqKBTmDc/8AIlrqonGI2IYCA1rvJRdb4IbDrdh05F2fPP6pagozsf7z56Ju17Zj7aeAVQU52d6eOQQ1e3y1OGZxhwq8eEcSTkj0c2ynXFh9RMFRaKjZzQ2wkkp01gJoNTxeQmAKmuC7E/8RyhVRqJGOFlYNz0QNfD1x7bg6h+8hD+sO5Lp4ZAL3VDIy/JV5AfXHEZxfgjvPHM6AODaZVOgGwrP72zM8MgoXtTq6DW8e2p2XXMj4BxJOSPhPQnL8ihgDEMl3IsPBPucxlSCxu8C2CAivxGRewC8CeB7IlIC4FkvBxcEEV0NK93Kxrrp/3p6J377+kH0RXV88eGN+NuOhkwPiRIw9zQOfdnHFimy4HqL6Ab+suU4rjylDmWFeQCA02dUoKokH6/uOZnh0VE8O9M4rPlSDjXCAedIyiEsyyNyaYQjg18LqhGDRqXUXQDOh3kG1R8BXKiU+rVSqlsp9SWPx5fzEu8xy6436KNtvfjNq/txw4oZePofLkZ9bSm++eftuXRTmDPc9qsA2XG9vbb3JNp6Inj7aVNjj2maYPmsCqw/1JrBkVEi9p7GcNySbTiHylM5R1IuSbQtZrAsLxMjIko/I0EptohAy60zhkfNNWgUkcXW78sBTAVw2Po1xXqMJkCiPWbZVjf9yxf3AgA+f+VCFIRD+NwV9djf3I1X9zRneGQUL5roesuis4ee2HQMZQVhXLKoZsjjy2dXYl9TN1q6BzI0MkokVp6aINMYzYLrLRnOkZSLzCM3EvdZyJWFHqKRGC49RUKaZMUCu1eSNcK5HcCtAP47wdcUgMs9GVHAJNpjZu//yYab+L6Ijj+uP4p3nDYN0yuKAABXLa1DeWEYj204hosX1ozwHSidoon2NGbJHlqlFJ7f2YSLF9WgIBwa8rXlsyoBABsPt+GyxbWZGB4l4FaeGhLJmkWxJDhHUs5JlmkM8s0yBYuukDBo1HJj7hoz16BRKXWr9ftl6RtO8CTcY5ZFexqf3taAzv4o3nvW4OHqBeEQLl5Ygxd3NSU864YyR09wvdk39H7P/Gw/3ommzn5cmmAhYsm0cvM5JzoYNPrIYHnq8IWKbL8B5RxJuchQic5pzK7qJ6LxMhtCDX88lFv78UctWXnq2SIyxfH5R0TkMRH5sYhUpWd4uS9qGMMb4WTRnsY/bzyGqZMKce68yUMev2RhDZq7+rG7sStDI6NEooYadgOfLTcEL+1uAmBeW/HKC/MwvaIIO453pntYlIQeK08dvjCW7fujOEdSLkq47z1WjZKJERGln9uRdyHJ/gXP8UjWCOeXAAYAQEQuBvBtAL8F0A7gTu+HFgxmpjE7u6dGdQOv7z2JSxfVDluZXD57sFyQ/CNqGO6d8Xx+vb24swmnTC1HbXlhwq8vnlKGHSc60jwqSibiVp6q+f96SwHnSMopSikYKtH5dObvOfCaJUqJroYfPQOY+/H9vsDupWRBY0gp1WJ9/H4Adyql/qCU+hcAC7wfWjBEDYW8kNsRCJkYUeo2HW1HZ38UFy6oHva1uZNLUFYYxpsMGn0l0Z5GLQsy270DOtYebMHF9cOvNdviqWXY29SN/qiexpFRMnqsPHV4h2g/X28p4hxJOcV+vQ7b05gl+96JJgob4SSWNGgUEXvP4xUA/ub4WrIGOjQKUT1R5sf83e8X5qu7myECnDd/8rCvaZrgjJkV2MCg0TcMQ0EpDNvTGMqCduqbjrQhoiusnOte9bd4Sjl0Q2EPS6J9I2Kdgpwou50Dq7WcIymn2Pcc2Vr9RDRREp1XCphZeN3H90peSxY0/h7AiyLyGIBeAC8DgIgsgFl+QxMgkmSPmd/foF/Z04yl08pRVZKf8OtLppVjT2MnokF+hflIxN5fNmwPrfm7nxcp1h9qAwCcaXVJTeSUqWUAgJ0nuK/RL+z3sGH7tiX7j9wA50jKMfbC4bDyVGYaKWB0I3F5akjzf/8HLyXrnvotEXkO5vlTTysVe7fQAHw2HYMLgkSbzu2mEX5+g+4ZiGL9oVZ87MK5rs+pry1DRFc4cLIHC2pL0zg6SsS19CgLGuGsO9iKedUlrgsUADBncgnywxq2H+e+Rr+w9zQmKnfz8/WWCs6RlGvshcNh56pmQTUK0URSCom7pwa8EU7SEhql1KoEj+3ybjjBopSygsb4/T7m7/YZZ370xv4WRHSFixa4n8O4sM4MFHc3dDJo9IHY8QdZdi6oUgrrD7Xi8hGO0giHNCysK8UOZhp9YzDTOLwkOhcmXs6RlEt0654jvrFdNlSjEE0kt+6pubDgOR7JylPJY2438bFVPR+/Qb+6uxn5YQ0r5riXC9qBIo/d8AfdpZOlfb35tVzw4MketHQP4KzZ7teabfGUcmznsRu+ETXc9zT6dZGCKKhiexrj7pWzZcuM03/+ZTve+/PX0NjRl+mhUBZy657KRjiUMXYmMVFnQcDfb9Cv7GnG2XMqUZgXcn1OcX4YM6uKsKuBN/F+YO9pDLlcb35dpFh3sBUAsDzJfkbbKVPL0dzVj6bOfq+HRSmw3+Py4s9p1MS31xtRUI20hUFlyWv2tT3N+OWL+7D2YCt+9sLeTA+HspBr91QJ9oIng8YMslfh45tE+P0IhKbOfuw40YkLEhy1Ea++tgy7G5hp9APdJbPt98546w61oqwgjPoUSpxPmWI2w+F5jf4QyzQmaITj1+uNKKiMWPdUl4Vsn96TxHtw7WFMKsrDpYtq8My2hkwPh7JQNFl5apa8DrxY5GHQmEFRlyYRIZ83JnltbzMAJDyfMV59bSn2n+zmDaIPRN3KU32e2V5/sBVnzq4cts8mkcVTywEAO1ii6gt2yXP82aAhTWCo7MlcEAVBNJZpHPp4NpWnRnQDz25rwLXLpuCC+dU42taL5i5WntDoGGp4k0oguxY8tx6b+MVzBo0ZFNvTmGXlqa/uacakojwsnTZpxOfOrynFQNTAkdaeNIyMkhk8aN1lkcKHN/CdfRHsbOjE8lkVKT2/qiQfdeUF7KDqE64LYz5/jyMKInuhOn4vl/169eEUMcymI+3oHtBxUX0Nlk43FxG3HOUJODQ6Ud0905gtp8h5kWVn0JhBdumWW2MSv5aCvLrnJM6bNznhCyre/NoSAMDeJpaoZtpgU5LsWaTYcLgNSiGlJji2xVPKsZ0dVH0hottng2Z3uRtRELjvaRz6dT9bte8kAODceVWxhW02R6PRMpTLnkbNnwvsiTBozDFu5YJ+PgLhSGsPjrb14rz5k1N6/rxqcx/a3sZuL4dFKXDt1uvjRjjrDrZCBDhjZkXKf+aUqeXY09iJgWiWLAfmMLd9tDz3jch/Yt1T3bYw+HCOiPfa3mYsnlKGyaUFmFSUh6qSfBxqYaUTjU40wXF4QPaUpzZ09GGbBxVXDBozKOpSLujn/QOr97cAAFbOrUrp+ZUl+Zhcks9Mow+4LlJYn/vxXND1h9qwqK4MZYV5Kf+ZU6aWIaIr7GvmNZdpbu9xPPeNyH/cMo1+77Ng0w2FNw+14ew5g/cnM6uKuT2GRk03VMI+CtnSCMfOuE80Bo0ZpMfKU7PnCITV+1tQXhjGorqylP/M/NpS7OFZjRnntqfRr+XQhqHw5sFWLB9FaSpgZhoBcF+jDwwuVMQdueHjhTGioIoFjeJSGeDzl+u+pi70DOg43VGZMquqmJlGGjXdyO5GOKv2nURZYXjCvy+DxgyKuGR+Bo9ASPuQRrR6fwtWzq1KqZOlbX5NKTONPjDSnka/lQrubuxCZ38UZ6VwPqPT3OoS5Ic0dlD1gahhQGR45iKsZUfmgihI7Jvh+PndnjL8frO88YjZ8Ob0GYNN+mZVFeFoay+ifryhIt/SDTWsIRRgN8Lx9+sAAFbta8E5KVYEjgaDxgzSXbqn+vUNurGzD/uau1MuTbXNrylBa08ELd0DHo2MUjF40Hp2lAquP9QKAKPONOaFNNTXlXpSz0+jE3VbrbVLon32HkcUZLFzGuO7p/q4w7bTpiNtKM4PYV7N4Jm+s6qKETUUjrf3ZXBklG3cMo2a+P910NDRh/3N3Th3Xmq9R0aDQWMGxToLurSj99uFuWa/eRO/cu7oLsT51qHszDZmlntnPH9mfdYdbEVVST7mTC4e9Z9dPKUcO9hBNeOiupGwmYCfmy8RBVVsjhi2Bzk7Xq+bjrRj2fRJQ+a46RXm/HG0rTdTw6IsFDXUsNcBYL4W/JbQiffmoTYAo+s6nyoGjRnk2iTCp/t9Vu8/ieL8EJZOKx/Vn1tgrfpxX2NqGjv7cO9rB9A6wZlZ96Yk/rze1h9sxfJZFZAEJSIjOWVqGZo6+3moc4ZFDTXsegP8+x5HFGRuexolC16vA1ED2453DClNBYApkwoAAI2dnAsodbphDHsdAOYiuw97Bg6x9Vg7QprE+jtMJAaNGTTSwdd+W9V7Y38LzppdibzQ6C6b6RVFKAhr2MugcUS6ofB3967Fvz6+Ff/8x80T+r3d9jT6sRFOS/cA9jV3j7o01Wa/WXJf49h09UdxbAJW5qO6S4mPTxcqiILMtXuqT+9JnHY1mMcsnTqjYsjjteWFAIAGlqfSKOiG2zmNAuXj1wEAbDnajvraUhTmhSb8ezNozCD7Jj4+CIvt9/HRckZbzwB2NnRi5ZzRb6zVNME8NsMZUV9Ex4+f242NR9oxvaIIT209gYaOiZvoRjoX1E/lqW9a+xlH2wTHtniK2d2XHVRT094bwU13rsLH7lmDNQdacNX3X8Sl33sBGw+3jev7mpnGxGddAf6+CSUKGnvhML4BiJ+b89k2HzWb4Jw2fWimsawgjKK80ITOpZT7XINGn3dPVUph89EOLJ02aeQnjwGDxgyKjrDHzE+Zn7UHWqFU6uczxptfU4K9Td0TPKrc8dTWEzjjjqfxo+d245qlU3Dfx1fCUMCf3jw6YT/D7cgN+4bAT01J1h1sRVgTnBa3apyqyaUFqC0rwPYTDBpTce9rB/D6vpP4245GvO8Xr6OzL4oB3cBdr+wf1/c19zS6N8Lx8+RLFDR2B+1hxzJZd4p+XuTZeaITxfkhzKoaugdeRFBXXoAGlqfSKOjKvUrGz/NWo7Ut59TpE1+aCjBoTMnq/S34zP+ux6GTE3vWz2A3S7cjEPxzYa4+0IL8kDbk/KPRWFBbisOtPeiL6BM7sBwQ1Q3c8X/bMKuqGHd/dAV+8oEzMa+mFGfPqcTvVx+asOsgtqdxWDt1/2V91h1sxSlTy1GUP/byilOmlmM7y1NT8sy2Bpw1uxJPfu4ifOHKejz5+Yvw3rNm4OXdTeO6/nS3PY0MGol8x65+is80+rVZmtOuhk7U15UlPA6stryQmUYalWSZRj/dK8XbYmXcl05npjFjvvXENvx503H80x82Tej31a03aNfGJD66MN/Y34IzZlaMuUZ6fk0plAL2NzPbGG/1/hYcbevFP1y5EJcvrouV8334vDk4cLIHl/7XC3jvz1/DkdbxLVq4ntPosyYHEd3AxiNtWDFnfJ2/Fk8tw57GzliXYkqssaMPm4+24/LFtVgyrRxfuHIhZlYV45y5VWjtiWDPOMrKI4ZK2D3Vj+9xREEXO3LDZU+jn1+vO090YlFdacKv1ZUXopFBI41CNMmeRr/cKyWy2+odssjaojPRGDSOYE9jFzYeace0SYV4fd/J2A1+e09k3N874rLHzG+rel39UWw52j7m0lTADBoBHruRiH0g8Xnzhx5l8o7TpuJTl8zHtIpCbDnWjv94cvu4fo7bnka/ZX22HutAX8TAitnjO5h2ydRyRHSFfSyLTur5nY0AgMsW1Q55/Gxr//LaA61j/t66kbg8VfPZQgURDe5ZjO8aGbsn8enLtbmrHye7B7BoSuKSvLqyAjR09Pu+gQn5g2EoKDV88QQwK7P8+joAgL2NXagpK0B5YZ4n359B4wj+sP4IQprgwU+eh+rSAnz4rjdw0Xf+hrf84MVxH1Y/uMcscXmqX26o1h5ogW6oYUHNaMyrKYEIsLeRN/Dxthxrx8yqIlQU5w95XETw5WsX44Fbz8MHz5mNZ7Y1oKs/Ouaf47an0W/lqWsPtADA+DON1g0Em+Ek95ctJzCjsginTB26Mjl7cjHKC8OxBhNjEdHdV2uBwT1UlJiIXCMiO0Vkj4h8OcHXbxeRbSKySUSeE5HZmRgn5QZ7jogvDrBfwn5ZyI63yzqTd1Fd4uxKXXkheiM6Oscxf1Jw2Bn1REduhMQ/9+aJ7G3qwvyaEs++P4PGJHRD4Y/rj+KShTWYWVWMf7pmEZQCls+qRGNnPx5cc3hc398umxuW+Yk1whnXt58wq/a1IC8kWD7GTpYAUJgXwozKIuxu5B6zeFuOtmPZCJ2uLltUi4iusMYKqMYi4tZO3Wed8dYeaMWMyiLUWa3Sx2p+TQkK8zRsOjL2oCfXHWntwat7mvHWU6cOOw9TxGxEtGUcQaNuqIRH9NgP+bncLdNEJATgpwCuBbAEwE0isiTuaW8CWKGUOg3AIwC+m95RUi6xFw7jS8r9tpAdb4cdNLqU5NWWW2c1skSVUhA7eibBfnw/N8JRSmFvU3esss8LDBqTeHrrCZzo6MN7z5oBAHjfipnY+e/X4JFPn4/TZ0zCs9sbxvX9XbtZhuw3aH/cxa/adxJnzKwYV1MSADhlSjm2HWPWx6m9N4KDJ3uwbIRNy2fNrkR+SMOqvSfH/LP02CKFyw2BD27glVJYe7A1Vho5HuGQhmXTJmHjkbbxDywHHWvrxUfuXo28kIaPnJc4QbVs+iTsONGB/ujYGlhFdCNxiQ/LU1OxEsAepdQ+pdQAgAcAXO98glLqeaWUvdl5FYAZaR4j5ZDBju5DH/djR3enXQ2dqCrJR3VpfsKv2wuQDR3soEoj012aBgL+boRzsnsA7b0RBo2ZoJTCT57fg7nVJbh66ZTY4/Zq/AULqrHxcNu4ygWzIfPT1R/F5qPtOHfe2EtTbafNmIR9zd3o6Bv/ftBcsfWYmcU5dYSgsSg/hFNnTBpXpjHqtkhhB40+uOD2Lsu6+AAAX4lJREFUNXejuat/3KWptjNmmpkyNsMZ7qt/3IzGjn7c+7GVmFFZnPA5p82YhIiusPPE2CoEzExjkvJUn06+PjEdgLOc5Yj1mJuPA/hLoi+IyK0islZE1jY1NU3gECmX2OWnw85ptF6vft0TuLOhEwvrSodVS9jsoPFEOzONNLKoy+sA8HcjnL1WE5z5tQwa0+61vSex9VgHPn3J/IQr5efNn4yoobDu4DiaRFg3svFHbvjpTKQ39p2EbqgJCRpPtc7c23qU2UabXfo3UqYRMPf4bT7aPuZjS9xWz/xUDv3yLvOG9qIFNRPy/U6fWYH+qIEdPHpjiP3N3Xh+ZxM+fen8pFldezFjrCW+0RH2NEb9cNHlABH5EIAVAL6X6OtKqTuVUiuUUitqaibmtUW5R3dZyNZ8tJAdzzAUdp3ojO1hT6S2zCpP5VmNlAIjSabRbITjz3nLPgudexoz4N7XDqCqJB/XnTEt4dfPnFUJTTCuoDHqUjftpyMQnt3egNKC8IRkfuwb0M1H28b9vXLF5qMdmF5RhKqSxGU1TmfPrkJEV9h4uG1MPyvqdkNgL1L44Hp7aXcz5kwuxqzJiTNfo3WGda7oBpaoDvGi1TH1Haclfn+zzagsQmVxHjaPNWg0jMR7GoWZxhQcBTDT8fkM67EhRORKAF8FcJ1SinfFNGa6y5Ebmo/3IB/v6EP3gI56l+M2AKCkIIzSgjAaO5lppJG53SsB5tzlh3vzRPY2daEwT8O0SUWe/QwGjQn0R3W8uKsJ150+zfVcwtKCMBZPKcf6CQga4zONftl0rhsKz25vxCULa1AQHt9+RgCoKsnH9IoiNiZx2HK0HUunua+QOp012wzc147xmhs8csOfexr7IjpW7TuJixdOXCZkRmURqkvzseFQ24R9z1zw+r6TmFU1cnAuIjh1RgU2jbEZTrKzroDMv8f53BoA9SIyV0TyAdwI4HHnE0TkTAC/hBkwNmZgjJRD3DKN9pzhh4XFePut7Mq86uQlebXlBWjknkZKweB5pYnPGPbrvLW3qQvzqktjHfG9wKAxgY2H29EfNUY8YuKs2ZV481AromOs2bD/XPwbtIhAJPOr8C/vbkJTZz+uPXXKyE9O0WkzJo2rhX8u6eyLYH9z94j7GW2VJfmory2NHUkxWrphQCRZ6VFmr7cXdzWhZ0DHlafUTdj3FBGcOasSqw+c9O1+nEzYeaITy6antlhx2vRJ2NXQOaay6IiuXEt8gMwvVPiZUioK4DMAngKwHcBDSqmtInKHiFxnPe17AEoBPCwiG0TkcZdvRzSiWNAYv6fR+jzqw5vl/c3mPq55I5Tk1ZYVoIHdUykFbg2hAPN+yYcvAwDWcRse7mcEMhw0pnAGVYGIPGh9/Q0RmZOOcb2x7yREgHNGOMx+xZxKdA/o2Nkwtv1SEZfD1gF/pMB/v/oQJpfk46olExc0nj6zAgdP9qC5iyt+W61OsstmpBY0AsCKOVVYe7B1TCu+USPxDfzgmXmZvd4e33gMk0vycf44zgNN5OL6ahxu6cWBkz0jPzkA+iI6DrX0oL42cXv6eKfOmATdUGM67zKqG8gPJylP9evs6xNKqSeVUguVUvOVUt+yHvu6Uupx6+MrlVJ1SqkzrF/XJf+ORO7sher4TIW9hcaPr9d9zd0ozg/F9i26qSsv5J5GSomuJ8s0Zn6BPZG+iI4jrb2e7mcEMhg0pngG1ccBtCqlFgD4AYDvpGNsq/afxOIp5cMOW49nn1s41n2NuqGgyfA3aCDzKfAT7X14dnsj3nvWjIQ3fWNlN9RZtW/sR0fkilgTnBHOaHQ6e04lOvui2DWG8y5dSwV90E79eHsvntpyAtedMQ3hRMt742CXu9r7+IJub1MXDIWke4CcTpth70UefYXAgO6yp5HlqUS+45ZptBcb/Zlp7Mbc6hLXzqk2O9PIihMaia7cEzqaJr6skNnf3A2l4OlxG0BmM40jnkFlfX6v9fEjAK6Qkd4ZxmkgamDdwdYRs4yAuV+qtqxgzEFjxDBcb5AzHTT+8qW9AIAPnZv4/LaxWjatHGUFYbw2jvMGc8Wbh9swbVIhakZYIXWyO12u2T/6EtWorobtZwTMN0GRzN7A/+bVA1AAPnbB3An/3rMnl2BRXRn++OawHiKBtMdqy72wLrVM45TyQlSXFoxpL/JA1EB+kqAx0yX4RDTI7VDzwUUe/7VPtYPGkdSVF6I/aqCjb+zHpFEw2Nd5woSOiC8z7nubrOM2cjhoTOUMqthzrP0d7QCG1a5N5BlUm460oS9ipHTEhIhgxZxKrD0wxkyjy34fwCpPzdAN1fbjHbh/1SG8+8zpmFk1MV0sbeGQhnPmVeF1Bo1482Arls8eXVfaGZVFmFlVhBd3jf46NztZJrneMvRG2N0fxe/fOIRrl02Z8OvN9v6zZ2LjkfYxdwHNJbsaOhHWBHMmp1bGIiI4fcakMTX9iriVp/o4c0EUVNm2p3EgauBwS09KQWOtdVZjI/c10gjsNiVu23n8mGnc29gNEaT0WhiPnGiEM5FnUNllk6lkGgGzRPVoW++YDo0dcLmhAqyzYNL8Br2roRP/+eR23PSrVZhUnIcvX7vYk59z3vxq7G/uxpHW4O4xO97ei2PtfbES51SJCK5YXIdX9jSPujFJxKVUEMhsycWfNx1DZ38UN58/x7Of8Z6zZmBSUR6+9/ROz35Gttjd0IU51SWjKju/sL4a+5q7cbhldK/Z/mjia84vzZeIaJD7kRuZr0ZJ5FBLDwyV2o0yz2qkVEXtTGOCwkZNBErBd2XOe5u6ML2iCEX54z/pIJlMBo2pnEEVe46IhAFMAuBpiuqN/S1YPKUMlSmcmweYjUkAYM0YOlq6lW4B6V3N6OiL4LO/fxNX/eAl3PXKfqyYXYXf/925mFyaetnkaFy2yAzsn9nW4Mn3zwb24sRYzr+8fHEt+iIGXtvbPKo/NxBVrkFjJksufr/6MBbUlmLFKLOuozGpKA+fuWwBXtrVhL9uOe7Zz7EdOtmDv79/HT76m9Wj/n/y2u7GLtSPssPaJda+0BdGuS80ohsoSJJpZHkqkX/Yc0Cim+WwD48a2N9sHreRankqAHZQpRHZ13myxoF+ey3sberyvDQVyGzQOOIZVNbnN1sfvxfA35SH4f1A1MDaA60plabalk0rR+kY9+i5NYkAzDftMZ7kMSrH23txwy9ex182H8fnLl+AVf98BX598wos8LBt77yaUiyqK8Nftpzw7Gck0to9gB0nOrDjRAde2NmIJzYdx0DU+39kpRRW72/B+kOD5X3PbGtAbVnBqJrg2M6ZV4WS/BCe3T76G3i37JK5h3bUQxm3bcc6sOFwG25aOWvERgbjdfP5c3DajEn4x0c24Whbr2c/59ltDXjbj1/GizubsPNEJz746zfw2AZ/7Kfsi+g4eLIb9SnuZ7TNrS7BrKpivLBzdGXRAy6ZxljzJf9tkSIKrBHL8nx2o2wftzGaTGMDz2qkEbjt7QX8c661k2Eo7GvqTkvQGPb8J7hQSkVFxD6DKgTgbvsMKgBrrZbidwG4T0T2AGiBGVgm1d4bgWGoMR1uufloG3ojOs6dl1ppKmDt0ZtbhdfHkE0YiCZehQfMtr5eZ35e2NmI2x/aiIGogXtuWYkL66s9/XlOVy+bgv/52240dfaPqhHMWCil8INnd+Onz+8ZNumtnFuF335sJQrzJj6l3x/V8fiGY7jrlf3YccLsdvrR8+fgtssW4NntjXj/ipljuk4LwiFcVF+D53c0QimVcrBllqcmfq6WoXNBH1hzCPlhDe8+M34788TLD2v4n5vOxNt+/Apuf3AD/vfvzk3YTXY0IrqBl3Y1oaGjH3khwQs7m/DE5uNYOq0cv/jQWZhcmo9bfrMGX3pkE+pry7BkWmpnI3plX1O32Tl1lItCIoJLF9Xg4bVH0B/VURAe+fUS1Q0YCgkXKux+TH5sKEAUVMkagIQ1zXd7Gvc396CqJH/ETvcAUFIQRmlBGI2dzDRScm57e4HBLLyfekId7+hDb0TH/Fpv9zMCGQwaAfMMKgBPxj32dcfHfQDeN5rveailB5f81/M4e04VLl9ci4sW1GBScV5Kf3bVPrPEdOXc0Z0Td/6Cajy3oxFH23oxvaIo5T83EHXP/IQ1zbOVDN1Q+P4zO/HT5/di8ZQy/OQDyz3NLCZy7bIp+PFzu/HU1hMT3qE13s9f3IsfP7cb150+DVcvNc+crCrJx96mLnztT1vwnb/uwL++Y+mE/KxDJ3vwpw1HseZACzYcakNnfxSL6srwn+8+FTtPdOKe1w7gTxuOIqIb49rDd/kptfjr1hPYdrwDS1PMVibb05iJVeT23ggeXX8Ub102JeVy8PGaPbkE37huKf7fwxtx50v78OlL54/5e7V2D+CT963Dakdpekl+CJ+/oh6fvnR+bCHiZx9cjmt/9DI++/v1+PNnL/J8z0Eyu62jWlLtnOp0ycIa/Pb1g1izvzWlBSb7HNpkjXD8tFpLFHS6SnwsE+DfTONoGn/UlhWgkZlGGkHy8lTrOT6au/Y2pqdzKpDhoNELMyuLsaiuHC/sbMKj682SsLLCMN6ypA5fvmZxrINWIi/ubMLSaeWoGuUNrH0Y+Wt7mvG+FTNHePag5I1JvKmZHoga+Pv71+HZ7Y248eyZ+MZ1Sz3Jso1k8ZQyLKorw+9XH8IHz/GmNFEphe89tRM/e2Ev3nnGNHz/hjOGrKCeN38y9jR24TevHsCli2pj+7bWHGjBZ//3TRTkafjnt54SCzSdth5rx0u7mpEXEkyvKMKhlh78bUcj3tjfAhFgUV0Z3nGGGaReXF8NEYFSChXFefjdqkP4+tuXjCtQv2xRLQDgb9sbUw4aB/Qkexo9XKRIpD+q49t/2YGu/ig+cdG8tP1cAHjP8un4244GfP+ZnbiovhrLpo++RHjrsXbcdv96HGvvw3ffexouqq/GQNRAXXnhsNfT5NICfP+GM/Dhu9/AZ/53PS5dXIvW7gG090awaEoZLl1Yk/R9aSLtONGJvJCMqcPaefMnIz+k4YWdjSkFjXbpd7JzGv2WuSAKMt1InF0BzNds1E/pFZh7Gi+qT735YW15ATONNCL73jtRxt2PTdzSddwGkINBY0VxHn598wrohsKaAy3YdKQNexq78NiGY3hueyO+/vYlOG/+ZIQ1QVlhXmzVv70ngnWHWvHpS0afeVhUV4bJJfl4fe/JUQWNybqnenEEglIKX/7DJjy7vRH/dt1ST7tVjkRE8KHzZuNf/rQF6w+14qzZqZcEp8IwFP7lsS24/41DuGnlTNxx/bKEbwBfvnYxXtvbjNsf3IAnP38RRIBP/249CvM0lOSH8cn71uGH7z8D77TKJ/c0duFbT2zD8wn2di2sK8Xtb1mIG1bMxJRJw4MAEcEXrlyIL1y5cNx/v5qyApw+swLP7mjEZ6+oT+nPRJI2XjKPgPGaYSjcv/oQ/ue53Wjs7MfHL5w7pqBtPEQE33rnqVh3sBWff+BN/Om2C1BWaFYjdPdH8bcdjXh+ZyO2H+/EGTMrcPtbFsZKqA1D4e5X9+O7f92JypI8/P7vzknp2r2wvhr/dM1i/NdTO/HcDnMvakFYQ78VWC2ZWo6bVs7EB86ZPe6S2WS2H+/A/JrSUXVOtRXnh3H23Eq8sie1UvwBa4NUwkxjrMTHPxMvUdAZI2Ya0zygJLr6o2jo6B9lprEQGw63eTcoygnRFBrh+Gnu2tvUhfLCMKpLva/Yyrmg0RbSBOfOmxxravOpS+bjiw9vxBcf3hh7TmGehjuuW4Ybzp6Jp7aegG4oXLa4dtQ/S9ME586fjFf3No9uj1lUue8x86B76iPrjuDRN4/iH65cmNGA0fauM6fjB8/swr/93zY8+unzEXYJaEbjZFc/8sIa7vi/bXhk3RF8+tL5+MerF7n+nxTmhfCzDy7HO/7nVXzkrtUozNPQ1R/B/Z+4EHOqi3Hz3avxj49sQnVpAdp6B/DFhzaiMC+EL129yGzeAuBoWy+mTir0rNusmysW1+IHz+5Cc1c/qlP42RHdQEFekkUKjzONhqHwlUc348G1h7FybhV+8P4zYln6dKssycf3bzgDH7l7Na7+wUs4d95knOjow/pDreiLGKgqyUd9bSkeWXcYf950DF+6ehEuX1yLrzy6GS/vbsZbltThO+85bVRVCZ+6ZD4+cM4s9A3oqCjOR15IsO14B17Y2YSntzXgXx7bilf2NONHN57pWfZ/+/EOXDB/7HuXz5s3Gf/19C60dA+M+He3g8aCJJlGP63WEgVdVHcPGs3uqf6JGg9YnVPnjSJorLMyjaO5T6PgcTt6xvmYv8pTuzG/tjQt13TOBo3x5tWU4pFPnY9X9zTjaFsvdEPhiU3H8Y9/2IT+qI773ziE+tpSLJ9VMabvf8H8ajyx6Tj2NafewahfNzApP/F+y4k+AuFIaw/+7f+2YeXcKnz28gUT9n3Ho7QgjDuuX4rP/O+b+Mnze8aVgYvoBm67fz2edhzj8Q9XLsTnrlgw4gtpQW0ZfvWRFfj7+9ehZ0DH999/BhZNMfd8/fJDK3DDL1/Hh+56AwBw9pxK/PSDy1FbNphJTNd+vHiXLarF95/ZhZd2NeHdy2eM+PyIbqC0MPFL3utzQXVD4SuPbsJDa4/gs5cvwO1vWZjxSfuCBdX430+cg588vwer9p1EbXkh3nfWTLzttKk4e04VQppgb1MXvv7YFnz9sa34+mNbUZin4T/edSpuWjlzTOMvL8xDeeHga37ptElYOm0S/v7S+bj71QP45p+34RP3rsWvb14x7sDRbjRtj7OlewANHf04ZerYm/GcZwX5b+w7iWtPnZr0uRG7PDWcoMSHR24Q+Y5uGEkzjX4qJ7dL8uaNoiSvrrwQfREDHX1RTCpKrdcFBY9ddZXotaD5sEpmb1MXLl44vjPqUxWYoBEwLwDnP+z7VszArb9dh395bCsA4KcfWD7mG1nnvsZUg8YRz2mcoIsyqhu4/cGNUErhv993+pg6dnrl7adNw3PbG/Hj53bjwgXVsXMvR+s/ntyOp7c14BMXzkVVaT6WTZs0qhfRhfXVWPXPV6A/YgwJAicV5+HBT56LX7+8H+GQ4JMXz89oIxOnpdPKUV2ajxd2phY0Jt/T6F2mMaIb+NLDG/GnDcfwuSvq8Q9X1mc8YLSdM28yzklyxM78mlL87uPn4OltDdjb1IV3nDYNM6uKJ3wcIoKPXzgXk4ry8KVHNuKT963DnR85K6UupYlsONyG2+5fj/6ojh/deCYuWFAdO0v2tBljLwc+bUYFivNDeD2FoDFWnhoa/ncI+XBfCFHQRQ336ie/ndO4r6kbIsDsyam/H9vbDBo7+hg0kqtsyjS290bQ2Nmflv2MQMCCxngF4RB++eGz8PC6I5haXogrl9SN+XvNnlyM6RVFeG3vSXz4vDkp/Rnz3Dy3IxBkQlbh+6M6/uHBDVh9oAU/eP/pntzwjtcd1y+19peZ+wpH82aulMIvX9qH37x6ALdcMAdfe/uSMY+jOD+MRJ27K4rz8f+uXjTm7+sVTRNcsrAWz25vgG64lxXZInqSRQoP9tDavvfUTvxpg1niedtl/shyj4aIJGyG5IX3njUDUd3Alx/djNvuX4+fffCslPcfvrirCb95dT/CmuDl3c2oKSvApKI8fPp36/DXL1yMV/c0oygvhDNnVY55fHkhDSvmVGHVvpHPpR1shOP/iZeIkHQe0XyWadzf3I3pFUWjqsiosxqONXb2j/qsWgqO2JEbiYJGny147rE6py6sS0/QOP5NZFmuMC+ED587e1wBI2DeWJ4/fzJe33cy5bS115nGzr4IbvnNGjy5+QS+9rZT8K4zR85GZUJZYR5+eOMZONHRhw/8ahUe23AUz21vwGMbjmKPdUSAm+8+tRPf/ssOvO20qfjqW09J04j947LFNWjvjWDD4dYRn5v0nEZtYhYp4u1r6sLdr+zH+1fMzMqAMRNuXDkL33znMjy7vRG33rcWLd0Dsa/phsLfdjTgFy/uxZaj7bHHV+07ib+7dy12HO/EoZYeXHFKLf502wX4zUdXImoofO73b+LJzcdxwYLqMTXBcTpv3mTsauhCc1fy1vVJG+GMs5mAUgpPbj6Oq3/w0pj+PBENFzUUwprbMWDebmEYrX3NXaMqTQXMIzcAoKGDHVTJXbIjN2JbK3yyvde+R66vTc8iSKAzjRPt/AWT8fC6I9h2vCOljpDJzmkc7/6Bo229+OR95k3k9284PaXyxUxaPqsSv/rIWfjHRzbj8w9siD2uCXDbZQvw+SvqhzXKeWzDUfz8hb24aeUsfOudibuj5rqLFtRAE+CFnU0jdvGMRJOc0+hRpvE/ntyBwryQLzO1fvbhc2cjJIJvPL4VV//wJXztbafgWFsffrfqII629caet3JuFd5x2lR876mdmDW5GH/41PlDz6UtNTsEf90qwf/ERXPHPTZ7X+Nre0/iutOnuT7PzjQm65462ve4voiOJzcfx12v7MfWYx1pW10lCoKonmxPo+abTKNSCvuburFilF3Xax2ZRiI3g5nGRAue1nN8UiWzq6ELhXkaZlSmfkb8eDBonEDnW10JX9rdlFLQONJh62PJ/Kw/1Iq7Xt6PZ7Y3ID+k4VcfWTGmjrCZcPniOrz+lRrsbuiK/dvc/ep+/M/f9uCVPc24aeUszKwsxpRJhWju6seX/7AZZ8+pxB3XLw1kwAiYey7Pml2JZ7Y14ItXJQ/MBnSFvCSLFBMdNL64qwnPbm/AP12zOLaXhFL3gXNm4fSZk/CFBzbEFlLOmzcZX33bKTh7ThUe23AUd72yH//y2FbMqCzCPbecPTRgtHz43NmoKS1AaWE41k16PJZNK0dtWQEe33A0adAYie1pHH7NaWPINL62txlfeGCDtX+jBN99z2l49/LpyLt9lH8BIkooaiiEs2BPY2NnP7oHdMyrGd15s6UFYZTkh5hppKTsxZFEZ5b67ZzG3Y1dWFBbmrZ7YAaNE6iuvBAr51bhnlcP4Nx5k7F4ShmK893/iZNmGseQ+XlxVxM+ds8aTCrKwwdWzsLHLpiLWaPYJO4HeSENS6YNdnf8r/edjksW1uAbj2/FPz6yachzp1cU4acfWO4aeAfFO06fhq8/thWbjrThtBkVrs9Luqdxgm4IHttwFA+tPYzq0gK8uuck5tWU4JYL5oz7+wbV0mmT8OTnL8Lq/S2oLSsYsg/nExfNw0fOm4Otx9qxKMl7jYiM2LRmNMIhDe85awZ++eJebDvWMeT16pQs0wik1nzJMBTe2N+Cp7edwL2vHcC8mlL89w2n44L51YFdKCLyim6ohCV5gL+6p8Y6p1aPvtKgrryQmUZKyl7MDCXZj++Xzt97GjqTNvObaAwaJ9hXrl2Mm361Cu/+2WuoKSvAbz56NpZNn4QjrT0oLQijwtFpZSDJTbymja5muqMvgi888Cbqa0vx0KfOG9LWP9u94/RpeNupU3GwpQfH23pxvL0P7b0RvO20qbFykyB755nT8Z9P7sD//G0P7vzwWa6dSUfa06iP4z1QKYUfPbcbP3x2N2ZVFWNfUzeqS/PxwxvP8OzMwaDIC2m4YEHisxXzw9q4GtuM1ScvnoeH1hzGLfesxtlzqrDhcBtKC8L4yQeWY0GteSM3YtAoyQ8LV0rhsw+8iSc2HYcmwHuWz8A3rluKkgJOW0ReiBoqYUkeYC8s+mMj1+4GM2icXzu6TCNgdlBtZKaRkkiWafRTI5zOvgiOtffF5tx04Ow7wc6cVYkX/t9leGP/SXz3rzvxgV+twuWLa/HYxmMoL8zDE5+7EDMqi6GUMoPGJKvwkWR3VHF+88oBtPZE8NuPnZNTAaNN0wRzq0swdxQH+QZFeWEePndFPb7z1x1Y/s1noIngLUvq8G/XLx1yZEPScmgZe1OSiG7gnx/djIfXHcF7ls/At99zauCzv7muojgfv/34SvzzH7fgzUNtWDqtHKsPtOD2hzbgsdsugIjEGuG4XQualny19vmdjXhi03Hcdtl8fPKS+Tn5vkbkJ1HdSJpp9MONMgDsONGBiuI8TBnDonFdeSE2HG6b+EFRzkh25IZd4eKH18Lepm4AQD2Dxuw2ZVIhrj9jOpbPqsTNd6/G/206jutPn4Y/bzqO+14/iK+89RREDQWlEu/3Acy66VQvyu7+KO56ZR/esqQOp47jDDbKXp+6ZB4ml+Zj/cFWdPVH8cCaw6gozseXr10MwMzaREY6p3EMb4JKKXzl0c14ZN0R353BSN5aOm0SHrvtgtjn979xEF/94xZsOtKO02dWDGYax9h86b7XD2LqpEJ84cqFXIQgSoOR9jSOZiHbS9uPd+KUKeVjmmvqygvQ2NkHpRTnKkpIt67zRAsodqbRD+WpO453AAAWTUnf8TEMGj00s6oYz95+CfqjBoryQ2jo6Mcre5oBDDaJSNaYJNWL8pF1R9DRF8WnLpk/MQOnrCMiuGHFTNywYiYAIKS9ifteP4DPXr4AJQVhRKzaU7fMtiYj7y9L5LevH8Qj647g81fU4x/esnDsfwHKem87dSq+9qcteGlXE06fWYF+K2gsyBv9QkVXfxSv7jmJD583mwEjUZqMtKexN5L5G2XdUNh5ohM3rpw5pj9fV16IvoiB9t7IkO1CRDa7PDXRvvmQjzKNW491oKwgjJmV6etdwtnYY5omKMo3SwRXzKnE9uMd6I/qI67Cp9qpLKob+M2r+3HGzAqcNTv9e5vIn95/9kx0D+h4NX6RwmUVOTSGM7he2NmIbz2xHVcsrsXnr6gf34Ap61UU52NRXRnWHjTPDO0d0AHAtUFPsqBx7YEWDOgGLluUHZ2fiXKBuafR391TD7X0oDei45QpiRtwjWR6hXk0gfPoIiInO2GT9JxGH2Qatx3vwClTy9PaFI5BYxrNrymFoYDDLT1JD74GUi9P/eVL+3DgZA8+fSmzjDTorNmVKAhreGN/CwBn0Dj+c0EPt/Tgiw9txC33rMGCWrObJTtZEmCWyexpNJtU9EbMoLFwDN1T1x1sRUgTnDmrwpNxEtFw5p7GJHPEeLqlTRC7JO+UqWMLGqdZQePxNjbDocRijXCSlKdmulJbNxS2H3fvXu4Vlqemkd3EZW9TN5Za/9HjOQLhFy/uxfee2om3njoFVy2pm9jBUlYrCIewsK4Muxo6AWDEpiSprCIPRA385Pk9+PkLeyAi+LuL5uGzly9AGRuUkGVBTSke23AM3f1R9EZ05Ic0hJPs23bLbq872IpTppaxUypRGulJMo1jPTt6om0/0QlNgPq6sTX/sIPGY+3MNFJiRpKg0V5TyXTW/eDJbvQM6Awac9lc6yDafU3dmGcFkHbpajxthDPMXtvbjG//ZQfecfo0fP+G07mhm4apry3Fq3vt8lRrT6Nb0BjSkmYa+yI6PvTrN7D2YCveecY0fPnaUzBlEo87oaHsG7l9Td3oHdBR6LKfEXBfGDMMhY2H2/Du5TM8GycRDRc1lOsWhrCWfI5Il+3HOzC3umTMRzlNLslHflhjeSq5SuXIjUwvoGw9Zmbcl4wx4z5WDBrTqLwwDxXFeTja1hMr3SpyeeMLJVmFB4C7Xt6P6tICfO+9p7FRBCVUX1eGR988ivbeSGwPbV7Yfb9KNEm9xV2v7Mfag6344fvPwDvPnO7JeCn7zbUO2z5w0gwa3RbFAPfmS4dbe9A9oMeqMYgoPUbKNGY6uwKYQeMZMyvG/Oc1TTBtUiGOsTyVXOiGgoi/G+FsO96BvJBgYV36OqcC3NOYdlPKC9HQ0Y+eWJMIl6AxSaaxuz+KF3c14T3Lp/PgdHI1t9rsqHW4pSfWlKQwnPh6SZZpNAyFe187gEsW1jBgpKRmVpmlX3azCrcmOIB786Xtx82S6sVpXkElCrpIkj2NYU0QNTK7kau1ewBHWnuxbPr4jhabOqkIx5hpJBdRQyXMMgKOcxoznGncdqwDC2rLXPuieIVBY5rVlheisaNvMNPoVp4qArf359UHWhA1FC6qr/FqmJQDpkwyb+BPtPehL2oFjS6LDHlJzuDacqwdjZ39eBcDRhpBcX4Y1aUFONzSg54BPemiVtil+dKOEx0QARaOcc8SEY1Nskyjpgn0DDfC2XKsHQBw6jiDxmkVDBrJnZ7kvNJYeWqGM41bj3WkvTQVYNCYdlPKC3Cioy+W+XELGpM1JlmzvwVhTXjEBiU11dpzeKKjD33WIoXbmXnhkHtnvJd2NUEEuHghFyloZLOqinCopQd9ER1FSfY0ai6NNXae6MTsquKkWUoimnjRJDfL4RH6LKTD5qNm0Lhs2viCxukVhWjo6HNdKKVgi+gG8pJ0EQYyW57a2NmH5q7+jGzhYNCYZnXlhWjq7EdXfxQAUJyX+MZIS3IEwpZjHaivK0u6X4iourQAIU1wor0P/RFzcnTL/JjlqYkn0DcPtWF+TSmqSngQMo1sVlUxDrX0oHsgmvQ9KuRyrNDBkz2YYzUKI6L00Q2V8Gw6wB97GrccbcesqmJMKh5fx+5pFUUwFNDQwX2NNFxUd1880XzQCCfWBIdBY+6rLS+EoYAjLT0AgMJ8t9WMxBelUgrbjrWzSQSNKKQJ6soKcLx9MNPotqfRLE9NfL1tPNKG02dUeDlUyiGzqopxrK0XJ7sGUFHkvtCgaZLwrKvDrT2YWVns4QiJKJGooRBKuqcx85nG8ZamAo6zGtsZNNJwUcNwPSpqMNOYzhENtY1BY3BMKTdLBvefNINGtxIst1X4xs5+NHcNYBmDRkpB3aRCnOjoje1pdC2HDmkJu6cebetFc9cAzuAh65SimVXFMJTZDCdZRiDRwlh7TwSdfdFYQx0iSp+obiTJNGoZ3dPY1jOAwy29WDp9/Pc+0yvN95cjrT3j/l6UeyK6Qp7r68D8PZOl2tuOdWBmVRHKM3BGNoPGNKsrLwAAHGjuBuB+5Ibm0llwxwl2FqTU1ZYVoLGjH32x8lT3PY2RBNfbhsNtAIAzmGmkFM2qGswSViYLGhMsjB22buKYaSRKrq1nAB+7Zw3e/8vXY/cT45VsT2NIQ0YzjXZJ3kRkGmdWFkMTYH8zg0YaLqq7Zxo1HzTC2XY8M01wAAaNaWdnGnee6ERZQdj9TCSXM8wOnjQnh3nc80MpqC0rRGNnfwrlqVrCzPaO450IaYKFU9jJklIz0xE0JitPTbSP9oRVLmaXjxFRYj99fg/+tqMRm4604xO/XTshTV2S72nUMppdmagmOACQH9Ywo7IY+yco2KbM6Yvo+NLDG3Hb/etxsqt/Qr5ndIS9vUDmGuF09Uexv7kbSyfgdTAWDBrTbHJpAcKaYEA3UJmksYjbpvP9zd0ozg+hpqzAy2FSjqgtK0B7bwQdvWbjJfdGOOb1puJuCvY1d2FmZREKXIJNonh11sIYAEwqcs80hhPso222Jv1qvr8RuWrs7MN9qw7i3WdOx08+cCb2NHbhobWHx/19R9rTmMlGOJuPtmNGZVHS+6bRmFtdgv3NXRPyvShzfvbCXjy87gie2Hwctz+0cUIygKk0wsnUAsqO49Z+RmYagyGkCWZY9fTJ3vzc2tEfPNmD2ZNLIC4HjxI52Tfwh6zGSwUuB8HmWaUY8Tfx+5q6Ma+GWUZKnbN6wt47lEhegn20dtA4mZ16PdPZF830EGicfvniPkR0hc9eUY/LF9di6bRy3L/q0Li/b/I9jYkXFtNlywQ1wbHNrS7B/qbujP19aPx0Q+HBNYdwxeJafPP6pXhxVxMeXjcRiycGwiMcuZGp8tRtVtA4EXt7x4JBYwbMmmyWllYl2e/j1qnswMluzJnM/T6UmhprD+3+5i4U54egjVBy4SwXNAyF/c3dLIWmUTvTapx0SpLV0LzQ8Pe45q4BlBWEXTPiNH7tvZFMD4HGobGjD79bdRDvOnM65labC8g3rJiJbcc7sNPqeTAWhqFgKCQ9pxHITFlee28EB0/2YNkEB43dAzqaOiempJHS77W9zWjo6Md7zpqBD54zGyvnVOE/ntwx7jLViK6Q57q3N7OZxq1HO1BZnBfb6pZuDBozYLa15ydZpjGsaVBq6Bu0YSgcbunBLAaNlKJaq8xvd2NX0k5b9g2BM9PY0jOA/qgRy4wTpeqeW1biqS9cnPRsz3BIw0B0eKaRpamDROQaEdkpIntE5MsJvl4gIg9aX39DROaM9D3t/c2UnX750j5EDYXPXr4g9ti1p06BCPCXLcfH/H3tm2C3TKMWW1hM/83ym4daAQBnzKyYsO8511oM5b7G7PXo+qMoKwzj8sW10DTBt961DO29EfxunFn3ZEdu2K+PaIY6CW873oEl08ozVm3IoDED7DeraZPcb8bt1T7n5vbWngFEdIWpGVphoOxTW2ZeK519UZQXJT7eBRgsT3WWC9pNSaZM4vVGozOpKA+LppQlfU5+SEuQaexHdSlLUwFAREIAfgrgWgBLANwkIkvinvZxAK1KqQUAfgDgOyN9376InvFD2mls2nsi+P3qQ3jHaVMxe/JgBUhtWSHOnlOFv2w+MebvbV8TyfY0Apk51HztgVaENIlVMEwEBo3ZrbV7AE9sPo7rTp8Wq0ypryvDxQtr8OCaQ+MqH43o7o1w8sL2Vp70H9QY0Q3sPNGZsSY4AIPGjHjvihn43BX1uOWCOa7Pybdv4h0XfpOVcq8p4008pWZySX6snCJppjE0fBW5sdMMGmu5SEEeCIdk2MR7smsgaXYyYFYC2KOU2qeUGgDwAIDr455zPYB7rY8fAXCFjLAErWBuc6Ds87+rD6FnQMetF88f9rW3LpuCnQ2d2NM4tuYu9mtxpK6Rmcg0rj3YgqXTyl3PtR6LaRVFKMzTsHuM/16UWQ+uPYyBqIGPnDdnyOPvOnMajrX3Yb2VnR4LPcnRM3la4v4P6bC3qQsDupGxJjgAg8aMKC/Mw+1vWYjJpe5lWLFMo6N8q7HDDhpZvkWp0TRBjXWdlSfpZDn4RujMNJrXW6Zq5ym3hTVtWIlPR18k6TEdATMdgLOrwxHrsYTPUUpFAbQDmBz/jUTkVhFZKyJrAYxr71u6KKWw40THmIOgXNMf1fGbV/fjovpqLJk2/KbxmmVTAQB/2Ty2EtXBTOMIexrTfLM8EDWw4XAbVsyumtDvG9IEC+vKsONEx4R+X/Kebijc9/pBnDO3alhFy5Wn1CE/rOHPm8Zeqm02hHJrGiix56Tb1qNWE5wEr/90YdDoU3Y9dcTRmMTesF3LoJFGodZqhlNe6L5Kay9SOMvWGjr6IMJFCvJGfnh4prGjN3kZNY2NUupOpdQKpdQKANh6rD3TQ0rq9b0nceOdq3DND1/Gld9/ETffvTrwN/ePbziGxs5+/N1F8xJ+fcqkQpw1uxJPbhlbiaqdQXRtAJKg+ikd1hxoQV/EwLnzJjZoBIBTppRj+/FO33VQbe+NoD/Kvcdunt/RiKNtvbj5/DnDvlZWmIdLF9bgyc3Hx1yGn0ojnEyUp2460oaivFCstDoTODv7VH5oeGOSwfJU3sRT6uxFhuSZ7eElF01d/agqzo/tdySaSGFNGzLxDkQN9Eb0pGXUAXMUwEzH5zOsxxI954iIhAFMAnAy2TctygvhzUNtEzjMibP9eAf+48nteHl3M2rKCvC1t52CAd3AL17Yi7f+6GW896wZ+NQl83GwpQfrDrTiaFsvAKC+rhRXnlKH+trSnD2O6uG1R7CgthQX1Ve7PufaZVPw709sx+6GTtTXJd9THG+kPY0hyUz31Oe2NyI/rOHCJH/vsVo8tQwPrj2Mpq7+2P7/TPv1y/vwH09uR2FeCO9ZPgM3nz8HC2pLEdUNHG7txeTS/CHvkb0DOvLD2rAMcXuPGXjm4vaSe18/gCnlhXjLkrqEX3/76dPw9LYGrD3QgnPmDSu8GFGyIzdEBHkhQSQDZdrrD7XhjJkVrk160oFBo0/ZF6wzBd7U2Y+ivBBKCvjfRqmrKDbL/WYn6bqbl+DIjfaeCCqSHAtDNB7mOY2DE29nn3kURLIy6oBZA6BeRObCDA5vBPCBuOc8DuBmAK8DeC+Av6kR0ibF+SFsONxmlmBleEEoohu4f9VBPL2tAYdaenCktRflhWF87W2n4EPnzo41uPjAyln46fN7cO9rB/HQ2iMAzBX/qZMKoRTwxzeP4rt/3YlTp0/CJy+Zh6XTJuHHz+3G6v0tyAsJ5teU4m2nTcVVS6egNAvnz7aeAaw92ILbLluQNCh+15nT8d2nduLe1w/g39956qh+xkh7GsMZOGpAKYXndjTggvmTJ3Q/o23xFLPMb8fxTl8EjRsOt+E//7ID582fjCnlRXhwzWHct+og6mtLcaS1F70RHSFNcPniWiyqK8PfdjRi2/EOTCrKw8cvnIu/v3Q+wiENr+xuxifvW4vuAR2XLarBZ6+ox/JZlSmNoT+qY8fxTsyvLfXla2VfUxde3t2ML75loeuC9hWLa1GYZ5aojilo1N33NAKJzxj2Ws9AFNuOd+DTlwzfz5xO/rsiCICzQ9PgG3RbTwSVvImnUfr0pfNxsqsf1yyb4vqccKx7quN66x3AJN7Ak0fM1drBibfDOnSe5akmpVRURD4D4CkAIQB3K6W2isgdANYqpR4HcBeA+0RkD4AWmIFlUsX5YfQM6NhxonNCz70bjahu4MktJ/DDZ3dhX1M3TplajhWzK/Ghc2fjxrNnxha6bBXF+fjq25bgI+fNwTPbGjC3ugTnzZ8cCypPtPfhqa0ncO9rB/CZ/30TAFCYp+HqpVNgKGD9wVY8t6MRIW0TTp0+CRfVV2NWVTFe2dOMI629WFhXivefPQszK4uw8UgbWrsjOGdeFWZU+uN4qxd2NsFQwOWLa5M+b3JpAa4/fRr+sO4ovnTVYkwaxf2C/d6fFx7hfLo07mnc29SNgyd78AmXktzxWmzth9t+vAMXL6zx5Gcks6exE6v3t+KCBZNRXVqALzzwJqaUF+JnHzwLk4ry8JW3LsYDqw9hw+E2nD9/MpZOn4S9jV14ZN0RPLOtAWfNrsTnr6jH9uMd+P4zu/DG/pO4dtlU3PF/2zC3ugRvWVKH+984iHf/7DWcP38yrlpSh9aeCLYe68Cxtl5MqyjC/NoSrJhdhQsXVOPNQ6346p+2YH9zNyqL8/Drm8/GWbNTCzbT5b5VB5EXEty4cpbrc0oKzGM4/rLlOL5x3VLXfbpuooZKWmEV1iTtjXDePNQG3VAZ///g7OxTeQnqpjv6IlyFp1GbX1OK39yyMulzEh3x0tYTQV0OlraQP5jdUwcn3g7r0HmWpw5SSj0J4Mm4x77u+LgPwPtG8z2LC0LoALD+UGvag8ajbb34245G/PrlfTh4sgcLaktx180rcPni2pTKSmdWFeNjF84d9viUSYW4+fw5+NC5s/HMtgYcONmNd505Pfb+pZTC2oOteHFnE17fdxI/fX4PDAVUleRjYV0pHttwDL9ffXjY951bXYILF1TjHadPw8q5E7+nLlXP7WhEdWk+Tp9RMeJzP3LeHDy87gie2noCN5w9c8Tn2+z3freb5cEO2+nLsDy3vQGAmTnyQmVJPqaUF2JHBhpDvbqnGR/9zerY8Q4zKotwqKUHD9x6Xmyxtrq0AJ+5vH7Yn/3S1YsQ0RWK8kOxxx5acxhf+9MWvLrnJM6aXYm7bl6BiuJ8fPrS+bj/jYO459UD+Mb/bYMm5nU9s6oYh1q68dKuJvzyxX3QBDAUMLOqCN961zL86qV9+MCvVuFLVy+yymMVNM3cb3msrQ/lhWFcf+b02Pt1X0SPLeJ4ZSBq4NH1R3HNsqkjbtN6+2nT8OTmE3hj30mcv2B0pc1R3UgaaOaFtLTvaXx2ewMKwhrO8WBv72gwaPSpRJmf9l4GjeQNu3uqs8lBe28Ei0a5L4YoVXkhDbqhoJSCiKCD5alpkR/SUFdegNX7W4a1q/dCz0AUv355Px5ZdwSHWnoAAKfPmISvfOgsXLWkLnZo/EQIaZKwokJEcPacKpw9x7zhausZQENHP+bXlCAc0tDZF8ETm46jqz+KU6dPQnlRHl7bexKv7G7CH9YfwX2rDuL9K2bi39+1LHbd/nnTMRTmhXDVkjpP91FGdAMv7GzENUunpPRvtWx6OerKC/Di7qZRBY0DIwSNsUxjGvdy/XXrCSydVo5pFe5nWo/XKVPL0t4YaseJDnzqvnWYV12K/3rf6Xh43WGsO9iK/77h9JQWJ8IhDeG4+OyGs2fi7LlVONDcjQvrq2P/jyUFYdx68Xx84sJ5aO7qR1lh3pBgcyBqYM2BFry6pxkzKovx7uXTUZgXwtVLp+Dv71+Pf39iu+s4vvPXnThzVgV2N3ThREcfplcU4YtXLcS7zpzuyWvipV1NaO+N4N1nxjeRHu6yRbUozg/hz5uPjzpojBjujXCA9AeNEd3Ak5uP48IF1Z6UaY8Gg0afsi/YAWemsTeCmVX+KJeh3JKoI1h7DxcpyDt5juZL+WFBR69VnspMo+cuWFCNv+1ohG6oUZdujcaOEx249bfrcKilBxfVV+OWC+Zg5dwqLJlantGGNRXF+UNKYMsK84aVu50ytRwfv3Au+iI6fvTcbvz8hb041t6LWy6Ygx8+uxubjpiBxm2XzceXrl7s2VjXHmhFZ18UV5ySuOlHPBHBRfU1eGZbw6j+f+2sf75bpjE2R6QnaDza1os3D7XhS1cv8vTnLJ9ViRd2NaG9JzKqct6x2nmiEzffvRrFBSH85pazMa2iCKfOmJiM/9zqEtfOmpomCZvi5Ic1XLCgGhfEBVbVpQV48NZzsbepG+29A8gLaTAUUFYYxrRJRdjb1IVfvbwPexq7cO68KsyrKcXfdjTi9oc24o9vHsXc6hIoBSyoLUVdeSG2H+/Aye5+3LBiJk5LIWOeyGMbj6GyOC+lpkhF+SFccUod/rrlBO64bumo9m8nO3IDMLPu8cdFeemRdUfQ0NGPb797dtp+phsGjT6VFxreCKezL8obKvLE4NlDyvrdQGd/lI1wyDNhx0JFflhzZBo5LXnt0kW1eHT9UWw80pZyg4zRemLTcXzpkY0oLQjjgVvPxbljaEjhB4V5IfzTNYsxd3IJvvanLXh5dzOqS/Pxg/efjjf2teCnz+/F/JpSVBbn497XD6CtJ4K3nToVN66cibIJmK+f296A/JCWtGtqvIvqq/HIuiPYfrwj5RLkkcpTY/ckaSpPtc+bfNupUz39OSvmVEEps1z7Mo/KYAHg0Mke/Oi53fjjm0cwqSgPv7/1XE8zqBNBRLCgtjTh15ZNn4Qf3XjmkMduu2wBfvXyPvz4OXNRxVAKndZedU3MAPXBNYfxwK3n4qxRnrvZ1R/FM9tO4L1nzUi5o/tVS+rwfxuPYeuxDpw+syLln5VKI5x0dU892taLbz2xHefMrcIlGdh3G4+zs08NvkEPLRdkYxL6/+3dd3xc1Zn/8c8zmtHIapabZBv3CqbYGAMmgOk1CYQkkISegpMf8EqyCdmQkF/KbnYXUjZlIdQUSggsAQKEQOgdA7axMcW9Y1tyV28zZ/+YO6OxrJHGRlOu9H2/Xnp5NHM1ejQ+M+c+95zznEyIX4WLTz2KFyWpUHuTDAl1moKvNY3ZM2fyUAIGLyyt6bWkcf32Rp54dzPb6ltYvbWBZ5fWcPiYCm65+Ig+sTb6giNHc/SEwSzbUsfHJg2lNBzk44eOZFl1Hd/638UAVJWHGV5exH/84wN++9wKTj2oisElhUwYVsIFs0bv1/ZFzy2tYfbEIftUNT2eoM9bvT39pLE9njR2fbLcMTMgO0nj40s2c/DIcsZleE+6GaMrCAaMN9fu6JWksT0SZf2ORkZWDKAoVEAk6rj1pVX86unlBMz48nHj+doJE7vdAsuvCgLG106YyFfnTMDMcM5RXdtCdW0zEytLaWuPcu5Nr3LVn9/m0auPTbwG8dHwDTsa2dHQyqEHDNxrKvbT72+huS3KuTN6npoaF5/q+9baHfuUNLZFo92+V0MFlni/ZFI06rjmfxfjnOMX50/v1an8+0tJY54Kdpqe2h6JUt+ija8lM4KdpqfuamwF2KuKoUhviZ+cxiuo1ja3URAwigszW0xBYu/rj00cyoMLP+Qbp075yFNU563ezpf+9BaNrRGKQgGGlIT5+smTuPrkyRQG+84+r2OHlDB2SEcSUxgMcO9XZvPgwo0MKi7ktGlVFAYDvLNxF7e9tJo31+xgR0MrTW0RHlywkZsumsmIgbHRpea2CMur65hUWZpyndLqrfWs3tbQ5Sbm3akqL2L80BLmrd6eduXR+MhJqml88ZPo1vbMj7Bs2NGYlampEJvGeOiogby2qtvtTdOyfnsjl/7hDdZub6SksIATD6xk484mFm/YxdmHDueHnziY4QP9fwGlJ/Gp52bG8IFFHX9zGG695Ag+c/NrnPiLF4hEY8V8zjv8AKprm/nHki0AzJkyjNsuOWKPwjp/e3sTB1QM4Ih9uMhVVV7EmMHFvLV2xz5V4O1pWncwEMjKiPsDCzbw+urt3PCZQ/NmaZoykDyVKEziXYWPD/FrpFEyofPI9i5v1EftTTKl88hFbVM75UXBPrs5e7655JixfPXuBdz52touK5J2tnprPW+s2cGUqjJmjqlI/D+9smIbV9w1n1GDBvCHy4/Mm5ObbBlQWMDFs/dca3TYqApuvHBm4vvHFm/i2gff4azfvMxX50ykPRLl7nnrqKlr8aa6zuD4yXtPPXvyvdhJ9CkH7fsI2OwJg/n7O5vTXtcYHzlJtaaxMLj3uvdMueeNdRQEjE/PTH9U6aM4fdpwbnhyKeu3NzKmm/2Mu1Nd28xFv59HXXM7/37uwby/uZZnPqghHAzw3xdMz1hxGL85aEQ59889hnvfXEdJYZBNu5u487W1FIUKuOqkiZQXhbj+yaXMvXsBt1w8k+LCIJt2NfHKym3MnTNhn0fbZo0bxIvLtiYKrvXEOUdbxCV2MOhKKBjI+NrehpZ2fvHUcmaOqeCCWekXtMo0JY15KtTpAzqx3kdTtyQDOm+5sTueNGpNo2RI5wrR2lIou06fVsXJB1by08ffp6I4xKdnjkp57IvLt3LFXfNp9RKLo8YP5uxDhjN/3U7+sWQzkyvL+PMVRzO0D0656w2fnD6SaSPLue7hJdzw5FIAjp00hGtOn8odr6zmsj+8yXfOOJAvHzc+MTLrnOORtzcxc0zFfu0XOXvCEP7y5oa01zUm1jSm2KcxW9NTN+xo5N556zntoKrEqGymnTtjJP/99DJ+/exyfnn+9H1O7tZtb+CKu+azo76VP18xmxneVMj/ykCsfcGhowbyX6MOS3y/q7GVolBBYmSxojjE9x5awqduepW5cyby5LubKTDjoqNT782YypHjBvPQwg9Zs62BCcO6Xp+ZLNLDiDvEtsTL9PvgtpdWs7WuhVsuPiKvLjYoacxT8cpNnU/idVIlmVCYVMkSYpVTQWsaJXNCnS5U1Da16aJYFpkZN154OF+5cz7f+t/FrN/RyDdOmbzXCcoLy2qYe/cCJg0r5Vefm8E8b5/DHz/2PmVFQa44fgJXnzypV4q+9GUTh5Xylytms3l3M4XBQCLB/vhhI7jmgcXc8ORS/vDqGi4+eiwfP2w4K6rrWVZdx88+e1gPz9y1o8fv27rGnrbcyEbS2B6J8s37FwFw3ccPytjv6WxkxQDmzpnATc+voqk1wrdPn5ooANMWifL0+9X8z3MrWbOtniPHDeakqZUcPLKcJR/u5h9LNrNw/S5KCgu4/dJZiYRR0td5GcznjhxDZXkRP3rkPa55ILZe+PtnH7hfF0+OHBebzjp/7c60ksb2RNLYzfTUDFdP3VrXwu0vr+bsQ4dzxNjMFCrbX0oa81ThXkUiND1VMiccirW3lvYIoDWNknmhThcqapvbKStSl5RNxYVB/vjFI/n+Q+/y62dWsGZbAzd85rDEFf9n3q/mynsXMrmylHu+fDSDSgqZOryMi2ePZXt9C0NKwxndsqOvMbO9KmaWhIP87qKZvLxiG79/ZQ2/emY5v3pmORCbyndeGnvSdWX4wCLGDSlm3ur01nP1tOVGYk1jBk+W/+e5lSxYt5PffuHwrE9z/vZpUwkHC7j1xVX8870tfHL6SIaWhnls8SZq6loYN6SYz8wcxbzV2/m3v7+f+LlpI8q55vQpnDdzFAfkeTVUPzlpaiVzrhnGipo6ikPB/Z42HKtsHOKttTvS2rc0MeLezZYboYIA9e3t+xVPOm58bgUt7VGuOT3za3r3lXroPNV5uqDK0Usmhb2dglva4iPb8T3z1N4kMzoXX6ptamNiGleCpXeFgwX84vzDmFhZws+eXMaabQ3cdsksnl1azf//27scesBA7vzSUXtcQCpIseeb7B8zY86UYcyZMoxNu5p4dmkNO+pbueSYsftVcTVu9oQh/GNJeusae9pyIzEbJUNVIz/c1cRNz6/kvMMP4JzpIzPyO7oTCBhfP2UyFx09hltfWs3dr68j4hzHTRrKhUeN4cSpwxJTFjfubGRlTT0ThpbudzIjPSsIGAcOL/9Iz2FmzBo3mLfW7kjr+PhATY9bbmRoxH3DjkbufXM9F8wandbIaLbpjDBPJZJGb6h8twqTSAaFvXU0zd5I4+6mNkrDwX3aEFdkX4SCnQrhNLfpoliOmBlXnjiJyZVlfPO+t5nzs+dpjUQ5ceowbrpw5j5t9yAfzciKAVwyu3c28Z49YQj3vZXeusaOpDHFmsYMF8L5/ctrALgmCxVTuzOkNMz3zz6Ifz1jKo6uk+hRg4r3a6qk5MbsCUN4+v1q1m1v2KP6cVcS01O7rZ6auempv312BWbG10+ZlJHn/6h0RpinOl/V0x5mkknxpLFjpFF7gkpmJSpERzum4OvzLbdOm1bFQ1cey7kzRvLDT0zjjktnKWH0sWMmxtY1vrh8a4/HxoschVJskZLJNY27Glu57631nDN9ZN5M8QwWBD7SKK/kj9OnVQHw5Ltbejw2vra3u62CQsFA4rjetHprPQ8u3MjFR4/NWhGofaV3RJ5KVBbUHmaSBWZGYTBAS3tHe9P6Msmk5Cn4re1RmtoiKvSVB6YOL+Pn50/nS8eN10wDn6sqL2L66Ar++V7PJ8u5XNN4z7x1NLZGmHtC+nvpiaRr9OBiDj1gIE+kkzS2p5E0Zmik8dfPrCAcLODKkyb2+nP3FvUIeaqjsmDyVXjtYSaZEw4GEoVwNNIomZZcCKcusaWQLlSI9KYzDx7OOxt3s2lXU7fHpb2msZdHWJrbIvzptbWcOHXYR16/JpLKmYcMZ9GGXWze3f37IH4OVFiQeoAmWBCgvZffB0u31PLYO5v44rHj8nrrIiWNeSoU6Gq9j07iJXPCwYKOkcYmtTfJrOQp+HXNXuEltTmRXnXGwelNzWuLRAkYKQvmJC5k93IhnAcWbGRbfStfnZO/oyvif2cdMhyAvy/e3O1xaY00FgR6dcTdOcf1TyyltDDI3Dn5PdqupDFPBQJGwJK33NAeZpJZ4WAgsaaxrlnryySzOrZ5iXZUh1abE+lVE4aVctiogdz/1gacS32i2xqJdruGryBgmPXuSGNTa4Qbn1vBEWMHMXvC4F57XpHOJgwr5fAxFTywoIf3gZc0hrtNGi2xdKw3PPV+NS8s28o3Tp2c99ucKWnMY8llfeu0h5lkWDik6amSPUXeNi/NbZHEPrQaaRTpfRceNYZl1XW8vGJbymPa2l3K9YwQW/feeYQlGnX85LH3+M4DixN9R7raI1Gufegdqmtb+O6ZB2rpjWTc+UeMZnl1Pe9s3J3ymHRHGntrTeMHm2v57oPvcNCIci772Lheec5MUtKYx2If0EnTU3UVXjIoPj21PRKlvqVd2x9IRnU50qg2J9LrPnX4AYwZXMxPHnuPhpauNyVvj0ZTVk6NK+y0P90rK7fxx1fX8sCCjdz52tq041mwbgcX3Po6jyzaxHfOmMpR4zXKKJn3iekjCAcD3PvG+pTHtKRTPbUgkEgu45xzbNjR2O0oZlxdcxs3Pb+Sj//2Zc76zcsEAwFuuXimL6r15iRCMxtsZk+b2Qrv30FdHDPDzF43s/fM7B0z+1wuYs2lcLCjYdY26SReMivsVU9NrC/TRQrJoD1HGjU9VSRTikIF/Od5h7JmWwPfuO9tItG9T2zbItGUezTGhQpsj6Tx+WU1FIUCHD1+MDc9v4odDa3d/rxzjttfWs35t7zOh7ua+NXnpnPVSfm5H530PeVFIT5/5GgeWLCBV1d2PeqeGGnsJoELe1tuRJPeRz99/AOO/9nzfPuBxd3GsKuxlc/fNo+f/3MZA0IF/OuZU3n868f1uH9kvshVWnst8KxzbjLwrPd9Z43Apc65g4EzgV+bWUX2Qsy9olABzYk1Zm2U6YRKMii2pjGSGPXR9FTJpPhIY3N7JGmkUW1OJBOOmzyUn5xzMM98UMO/PfbeXiMire2ux5GOUKeRxqWb65g6vJx//9QhNLS084O/LdmrqmRDSzvvbdrNe5t28y/3L+I//vEBZxw8nOe+fSLnHT6q9/5AkTR867SpTBhWykV3vMEX//gmS7fU7vF4Omsai0KxC57xwoFNrZHE6OVDCz/kpS72RW1oaeeVFdu46I43WFFdzx8vP5K//r+PceWJk6gqL+qVvy0bcjV0dS5wonf7TuAF4LvJBzjnlifd3mRmNcAwYFdWIswD8S0Q2iNRGlojugovGRUOFVDb1Kb1ZZIV8U65pS1KY9QRMCjRPrQiGXPJMeNYv6OR219ew8EHDOSCWaMTj7VFot2OrkB8Wl5Hsrmipp6Tpg5jSlUZ15wxleufWEpDy3xuvPBwyopCvLxiK1f+eWFi9ooZfPu0KVx98iStYZScGFgc4uErP8YfX13Ln15by4W3v8Ez3zqBwSWxAjTprGksil/wbIswoLCAJR/upqktws0XzeQ/n/iA659YynGThhLwKhHf+8Z6fvr4+zS2RiguLODWS4/gpKmVGf5LMyNXSWOVcy5e93YLUNXdwWZ2FFAIrMp0YPkk7I00dpSj1/RUyZz49NTdTRpplMwzMwqDAZrbIzS3RigrCulEUiTDvnfWQSxcv4vfPLOCz84clTixbeuheirETqTjI407G1rZVt/C5KpSAL52wkQqBoS47m/v8tmbX+e0aVXc/OIqJleWcvXJk4g6mFJVqr0YJefKikJ8/ZTJnDatirN+8zL3vbWeK0+MTZNuTWNNY3yksaktwiBgmTdaOX10Bd8+bSrfvH8Rf1+ymXOmj+TeN9bz/YeXcNykoXz5+PHMHDPI1+dWGctCzOwZYHgXD12X/I1zzplZypWjZjYCuBu4zDnXZY1bM5sLzAUYM2bMfsecb+IjjfGkUdNTJZPi7U1FSSRbirxtXmqbtWZbJBsCAePi2WP4l/sXs3jjLg4fEysp0doeJbgPaxo37GwE2GMt1uePGsOoQcVcde9Cbnx+JadPq+K/PzeD0rDe25J/DhpRzvTRFTz7QU0iaWxpi1UB7m7UfUCoYz0+wNItdZQVBRkxsIhzpo/klhdX8eNH3+PFZVt5cOFGTpo6jFsuOYJw0P8zaTL2TnbOnZrqMTOrNrMRzrnNXlJYk+K4cuBx4Drn3LxuftdtwG0As2bN6r0dN3OsKBQ/oYoXidAHr2ROOFhAS1vHSKOmQ0umhUMFsQsV2odWJGuOmzQMgPlrdyaSxpb2aGIEJZXkNY1bdjcDMLzTeqzjJg/lje+fQnVtM2MGF2v2gOS1YyYM4fevrKa5LUJRqCDNkcb49NTYsau21jO5shSz2F6mN198BHPvms8jiz7kC0eN5ifnHNLt8/lJrrKQR4HLgOu9fx/pfICZFQIPA3c55/6a3fDyQ1GogB0NrR2VBX08pC35L7ZPY1TtTbKmKBSguS3KzsZWKorV3kSyYVhZmDGDi1mwbidXePfFTprTWNPo7U9XXRtLGkcM3LuIR1GowDfVIKV/O2hEGW0Rx7rtjUwdXpZUCCf1BZRwfKTR25t0y+5mDh1VkXh8/NASnvqXOUSijqAPttHYF7n6a64HTjOzFcCp3veY2Swzu8M75gJgDnC5mS3yvmbkJNocCQc7jzTqpEoyZ0CogKbWdnY0tFJYEFBREsm4cLCA5rYIOxpaGVISznU4Iv3GoaMG8v7mjsqRze2RxDY4qRQWBGiNnyjXNlMQMIaU6n0r/jVhaGxN7uqt9UBHIZzutp9J3i7KOcfm3c0ML9/zfWBmfS5hhByNNDrntgOndHH/fOAr3u17gHuyHFpeKQoVeOXo42saNT1VMqe8KERDa4Tq2maGlhZqWpFkXEk4SH1LO9vrWxPV60Qk8yYMLeGJJZtpbY/GClK1RRPb4KQSDgUSNRa27G6hsixMQUD9hPjX+GGxEfHV2xoAaInE3g/dnf/ER+Tjy3la2qMMHzgg88Hmgb6XBvchiZFGTReULIhflFizrYGhZbp6LJlXXhRke30rdS3tDC1V0iiSLWOHlBB18OGuJsCbntrDSOOAUEGi+Ed1bbOv9pcT6UppOEhlWZi1XtLY2h4l3MMI4YDCjpHGzbtTT9Pui5Q05rH4SOOuxjYCBmWqQCYZFL8osXpbA8M05UiyoLwoxPodsSqMgzU9VSRrxg0pBkicLLe0RxNrtVIZUFhAU1vH9NTORXBE/GjEwCKq61oAEiPv3YlfXGlqi3QUhFLSKLk2oLCAxpYI2xtaGVwSTuynJJIJ8ZHGuuZ2hipplCwoK4pNTwUYopFGkawZMziWNMa3zmhuixDu4WQ5eaSxpraZqnL1E+J/leVF1HiFndJKGhNbbkQTI4395QKKksY8Vl4UojUSZfPuJoZovY9kWPKa2aFlam+SecltTp9xItkzpDRMwKCmNjbC0tLW85YbRaECmlojNLfFai1U9pMTZenbqsrDbPGSxpa0ksb4lhsRtuxuImCxisT9gZLGPBY/oVq7rUFFIiTjBhV3tLH+ctVMcqssqSL0iIr+UUhAJB8UBIxhZWGqa5uJRB2tkWiPW24MKCyguS3KVm8qn5YxSF8wvLyIXY1tNLdFaEmjinBR0pYbW2qbGVYWJtQHK6V2pX/8lT6VSBq3N2rqlmTcWG+NC8DEYaU5jET6i+Rp0LpQIZJdVeVF1NS1pLU3HcSmp7ZGoolRmf4yuiJ9W3zEvKa2hcbWCMXh7t8H8Wnc8emp/anvUtKYx5L3ZdTULcm04sKOqYKTqpQ0SuZNquxoZyrdL5JdlWVFVNc2J9Yp9jjS6I2wbPCKVylplL4gXgW4pq45ljT2sEe1mSX2td6yu39VEVbSmMeSp26psqBkw48+OY3LPzaOyrL+8yEouTPFuzhx+rSqHEci0v9UloepqWtJFKMq6aFCe5F3Mr1eSaP0IZVeO66pa6GhpX2PC+iplA8IUtvUzubdzYzsR0srtIdDHhuYtC/jqEH9p1FK7nzx2PG5DkH6kYriQl76zklUqgqjSNZVlRWxo6GVnY2tQGzPuu4UeyON67Y3YqYZUNI3JJLG2maa2noeaQSoGFDIhp2N1Le095s9GkFJY14bPbgjURw3tCSHkYiIZMaYpLW0IpI98S0z1nh7NfaUNFYUxy5kr6ypZ0hJIcF+UvxD+rZBxYUEA0Z1XQsNLZG0RhoHFof4YHMt0L+KuOkdn8eSG+4EJY0iIiLSS6q8EZJVW2NJY0/TU+NJ44qaOu3lK31GwKskXFPbQlNre1ojjQMHhNjZ2AbASI00Sr647uyDqKlrZpCmgYiI9AtmNhi4HxgHrAUucM7t7HTMDOBmoByIAP/hnLs/q4GKr8WrPq6qqQf23De1KwMHxM5DmtuiWs8ofUplWThWCKctQkla01M7lo9pTaPkjSvmTMh1CCIikl3XAs865643s2u977/b6ZhG4FLn3AozGwksMLN/Oud2ZTlW8al40rjSSxrTHWkE+lXFSOn7hpUVsby6DueguIf3AXRMSTXrX+8FTU8VERHJL+cCd3q37wQ+1fkA59xy59wK7/YmoAYYlq0Axf8qikMUBgOs3BpLGkt7WMuVXJxvvJbMSB9SWR5OVAUelHRxJJWpVWVAbB1wf9ouSkmjiIhIfqlyzm32bm8But2TxMyOAgqBVSken2tm881s/tatW3s3UvEtM2PEwCIiUUcwYD1OTw0lFb4ZqwJW0odUJk23HlTc83KwWeMGURoOcvVJkzIZVt7R9FQREZEsM7NngOFdPHRd8jfOOWdmrpvnGQHcDVzmnIt2dYxz7jbgNoBZs2alfC7pf6rKi1i3vZHKsjCBNEZMZk8YzLzVOzj0gIFZiE4kO5L3ph5S2nPSWFVexNs/PG2PCyn9gZJGERGRLHPOnZrqMTOrNrMRzrnNXlJYk+K4cuBx4Drn3LwMhSp9WHxdY2Wa67Ku//RhrN5Wz9ghmp4qfUfySOPgkvSKPPW3hBE0PVVERCTfPApc5t2+DHik8wFmVgg8DNzlnPtrFmOTPmRKVSkA4WB6p4PjhpZw8oHdzpYW8Z3kYjaqDJyakkYREZH8cj1wmpmtAE71vsfMZpnZHd4xFwBzgMvNbJH3NSMn0YpvnTClEoCTDqzMcSQiuTPZu3gCseI20jW9MiIiInnEObcdOKWL++cDX/Fu3wPck+XQpI85dNRAXvnuSRzQj/aaE+msKFTAnV86qsdiUP2dXh0RERGRfmrUIFVCFTlhinYs6ommp4qIiIiIiEhKShpFREREREQkJSWNIiIiIiIikpKSRhEREREREUlJSaOIiIiIiIikpKRRREREREREUlLSKCIiIiIiIikpaRQREREREZGUlDSKiIiIiIhISkoaRUREREREJCUljSIiIiIiIpKSkkYRERERERFJSUmjiIiIiIiIpKSkUURERERERFJS0igiIiIiIiIpKWkUERERERGRlJQ0ioiIiIiISErmnMt1DL3KzOqAZbmO4yMYCmzLdRAfgZ/j93Ps4O/4/Rw7+Dt+P8cOMNU5V5brIPxCfWRO+Tl28Hf8fo4d/B2/n2MHf8ffq/1jsLeeKI8sc87NynUQ+8vM5iv+3PBz7ODv+P0cO/g7fj/HDrH4cx2Dz6iPzBE/xw7+jt/PsYO/4/dz7ODv+Hu7f9T0VBEREREREUlJSaOIiIiIiIik1BeTxttyHcBHpPhzx8+xg7/j93Ps4O/4/Rw7+D/+bPP76+Xn+P0cO/g7fj/HDv6O38+xg7/j79XY+1whHBEREREREek9fXGkUURERERERHqJkkYRERERERFJyTdJo5mtNbMlZrYoXkLWzAab2dNmtsL7d5B3v5nZb81spZm9Y2Yzk57nMu/4FWZ2WQ5j/7mZLfXie9jMKrz7x5lZk3fsIjO7Jel5jvCeZ6X391kO4/+xmX2YFOfZScd/z4txmZmdkXT/md59K83s2hzGfn9S3GvNbJF3fz6+9hVm9levrXxgZsf4qN13Fbuf2n1X8ful3XcVuy/avZlNTYplkZnVmtk3/dLucyHF55xvXq8U8fvisyJF7L74nOgmfr98Vvi2f+wmfr+0e9/2j93E75d2n7s+0jnniy9gLTC0030/A671bl8L3ODdPht4AjBgNvCGd/9gYLX37yDv9qAcxX46EPRu35AU+zjg3RTP86b395j3952Vw9f+x8A1XRw7DVgMhIHxwCqgwPtaBUwACr1jpuUi9k6P/xL4YR6/9ncCX/FuFwIVPmr3XcXup3bfVfx+afd7xe6ndp/0+wuALcBYv7T7XHx19Tnnp9crRfy++KxIEbsvPidSxd/p8bz9rOjqc85n7d63fWSK2P3U7tVH7kfb981IYwrnEvuPx/v3U0n33+Vi5gEVZjYCOAN42jm3wzm3E3gaODPLMQPgnHvKOdfufTsPGNXd8V785c65eS72v30XHX9vPjkXuM851+KcWwOsBI7yvlY651Y751qB+7xjc8a7InQB8JcejsvJa29mA4E5wO8BnHOtzrld+KDdp4rdL+2+m9c+lbxp9z3Fnu/tvpNTgFXOuXX4oN3nGV+/Xn75rNhHefM5kY58/qzwc//YXfx+aPd+7h9BfSQfoe37KWl0wFNmtsDM5nr3VTnnNnu3twBV3u0DgA1JP7vRuy/V/ZnWVezJvkTsKkDceDN728xeNLPjvfsOIBZvXLZih9TxX+0Ndf8hPgyOv17744Fq59yKpPvy6bUfD2wF/ujFdIeZleCPdp8q9mT53O67iz/f231Pr32+t/tkn6ej4/ZDu88VP/eP4O8+0s/9I/i3j/Rz/wj+7iP93D+C+sj9fv39lDQe55ybCZwFXGVmc5If9LJ8l5PIepYydjO7DmgH/uzdtRkY45w7HPgWcK+ZlWc74E66iv9mYCIwg1jMv8xdeN3qrt18gT2vJOXbax8EZgI3ezE1EJtykJDH7b7b2H3Q7lPF74d231O7yfd2D4CZFQLnAA90fiyP232u+Ll/BH/3kX7uH8G/faSf+0fwdx/p5/4R1EfuN98kjc65D71/a4CHiQ1rV3tDrPFh4hrv8A+B0Uk/Psq7L9X9GZUidszscuATwEXefzDe8P127/YCYvO9p3hxJk9TyErsqeJ3zlU75yLOuShwe/xvwj+vfRD4NHB/0rH59tpvBDY6597wvv8rsQ86P7T7VLH7pd13Gb9P2n13r70f2n3cWcBC51y1970f2n1O+Ll/BH/3kX7uH8HXfaSf+0fwdx/p5/4R1Efu9+vvi6TRzErMrCx+m9hC4XeBR4HLvMMuAx7xbj8KXGoxs4Hd3pDtP4HTzWyQN2x+undf1mM3szOBfwXOcc41Jh0/zMwKvNsTgMnAai/+WjObbWYGXJr09+Yi/hFJh51H7P8DYq/9580sbGbjvfjfBN4CJpvZeO/qyOe9Y7Meu/fwqcBS59zGpOPz6rV3zm0BNpjZVO+uU4D38UG7TxW7X9p9N/Hnfbvvpt2AD9p9ks5Xe/O+3eeCn/vH7uL3w2eFn/vH7uL3Hs7rzwo/94/dxe+Hdu/n/rG7+L3bed3uO8l+H+myWOVnf7+IVVZa7H29B1zn3T8EeBZYATwDDPbuN+AmYlcDlgCzkp7rS8QW4a4EvpjD2FcSm0u8yPu6xbv/M95xi4CFwCeTnmsWsTfhKuBGwHIY/93ea/uO1yBHJP3MdV6My0iqJEWsgtNy77HrchW799ifgK91Oj6vXnvv984A5nuv89+IVbjK+3bfTey+aPfdxJ/37T5V7D5r9yXAdmBg0n2+aPfZ/sLH/WMP8ef9Z0U3sfvlc8LXfSQ+7h+7iT/v2303sfui3aeK3y/t3vu9OekjzfshERERERERkb34YnqqiIiIiIiI5IaSRhEREREREUlJSaOIiIiIiIikpKRRREREREREUlLSKCIiIiIiIikpaRTZB2Z2nZm9Z2bvmNkiMzs6w7/vBTOblcnfkWYcl5vZjbmOQ0RE8pf6SJG+K5jrAET8wsyOAT4BzHTOtZjZUKAwx2H5gpkVOOciuY5DREQyQ33k/lMfKX6gkUaR9I0AtjnnWgCcc9ucc5sAzOyHZvaWmb1rZreZmXn3v2BmvzKz+Wb2gZkdaWYPmdkKM/upd8w4M1tqZn/2jvmrmRV3/uVmdrqZvW5mC83sATMr7eKYF8zsBjN708yWm9nx3v17XAU1s7+b2Yne7Xoz+7l3dfgZMzvKe57VZnZO0tOP9u5fYWY/Snqui73ft8jMbjWzgqTn/aWZLQaO+YivvYiI5Df1keojpQ9T0iiSvqeIdQrLzex3ZnZC0mM3OueOdM4dAgwgdrU1rtU5Nwu4BXgEuAo4BLjczIZ4x0wFfuecOwioBa5M/sXeFdsfAKc652YC84FvpYgz6Jw7Cvgm8KMUxyQrAZ5zzh0M1AE/BU4DzgP+Lem4o4DPAIcB55vZLDM7CPgccKxzbgYQAS5Ket43nHPTnXOvpBGHiIj4l/pI9ZHShylpFEmTc64eOAKYC2wF7jezy72HTzKzN8xsCXAycHDSjz7q/bsEeM85t9m7ErsaGO09tsE596p3+x7guE6/fjYwDXjVzBYBlwFjU4T6kPfvAmBcGn9aK/BkUowvOufavNvJP/+0c267c67J+x3HAacQe03e8uI6BZjgHR8BHkzj94uIiM+pj1QfKX2b1jSK7ANvzcELwAte53eZmd0H/A6Y5ZzbYGY/BoqSfqzF+zeadDv+ffw96Dr/qk7fG7EO6QtphBn/HZGk529nz4tEyfG1Oefivy8Ro3MuambJnxFdxWjAnc6573URR7PWaIiI9B/qI/eKUX2k9BkaaRRJk5lNNbPJSXfNANbR0bls89ZQfHY/nn6MxYoIAFwIdJ6qMg841swmebGUmNmUfXj+tcAMMwuY2Whi02j21WlmNtjMBgCfAl4FngU+a2aVXlyDzSzV1V0REemj1Eeqj5S+TSONIukrBf7HzCqIXZVcCcx1zu0ys9uBd4EtwFv78dzLgKvM7A/A+8DNyQ8657Z603z+YmZh7+4fAMvTfP5XgTXec38ALNyPGN8kNpVmFHCPc24+gJn9AHjKzAJAG7H1KOv24/lFRMS/1Eeqj5Q+zDpG3EUkF8xsHPB3r0CAiIiIeNRHiuQHTU8VERERERGRlDTSKCIiIiIiIilppFFERERERERSUtIoIiIiIiIiKSlpFBERERERkZSUNIqIiIiIiEhKShpFREREREQkpf8DWk1fHAzmZUgAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_sec = 5\n",
    "end_sec = 7\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, figsize=(15, 15))\n",
    "\n",
    "\n",
    "for i in range(4):\n",
    "    fs = ecg_fields[i]['fs']\n",
    "    start_sample = int(start_sec * fs)\n",
    "    end_sample = int(end_sec * fs)\n",
    "    row = i // 2\n",
    "    col = i % 2\n",
    "    \n",
    "    axs[row, col].plot(filtered_signals[i])\n",
    "    axs[row, col].set_xlabel('Sample number')\n",
    "    axs[row, col].set_ylabel('Signal amplitude')\n",
    "    axs[row, col].set_title(f'Signal {i+1}')\n",
    "    axs[row, col].set_xlim([start_sample, end_sample])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6d4086f",
   "metadata": {},
   "source": [
    "### Segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "83eaf958",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the segment length and overlap (in samples)\n",
    "segment_len = 2000\n",
    "overlap = 200\n",
    "\n",
    "# Create an empty list to store the segments\n",
    "segment_list = []\n",
    "segment_class = []\n",
    "\n",
    "# Loop over each ECG signal in the 'ecg_signals' list\n",
    "for i in range(len(filtered_signals)):\n",
    "    \n",
    "    # Calculate the total number of segments in the signal\n",
    "    num_segments = int(np.ceil((len(filtered_signals[i]) - segment_len) / overlap)) + 1\n",
    "    \n",
    "    # Loop over each segment in the signal\n",
    "    for j in range(num_segments):\n",
    "        \n",
    "        # Calculate the start and end indices of the current segment\n",
    "        start = j * overlap\n",
    "        end = start + segment_len\n",
    "        \n",
    "        # Make sure the segment doesn't exceed the length of the signal\n",
    "        if end > len(filtered_signals[i]):\n",
    "            end = len(filtered_signals[i])\n",
    "            start = end - segment_len\n",
    "        \n",
    "        # Extract the current segment from the signal\n",
    "        segment = filtered_signals[i][start:end]\n",
    "        \n",
    "        # Append the segment to the segment list\n",
    "        segment_list.append(segment)\n",
    "        segment_class.append(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1529012",
   "metadata": {},
   "source": [
    "Non-Fiducial Features (AC / DCT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9bfa1fff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2368, 2000)\n"
     ]
    },
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x15bc4eb2240>]"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "segs = np.array(segment_list)\n",
    "segs = np.squeeze(segs)\n",
    "print(segs.shape)\n",
    "\n",
    "segment_class = np.array(segment_class)\n",
    "plt.plot(segs[5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dfa1ce8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\dell\\anaconda3\\envs\\nlp\\lib\\site-packages\\statsmodels\\tsa\\stattools.py:671: FutureWarning: fft=True will become the default after the release of the 0.12 release of statsmodels. To suppress this warning, explicitly set fft=False.\n",
      "  FutureWarning,\n"
     ]
    }
   ],
   "source": [
    "features1 = []\n",
    "for i in range(len(segs)):\n",
    "    acf = sm.tsa.acf(segs[i],nlags=2000)\n",
    "    features1.append(scipy.fftpack.dct(acf[0:400], type=2)) \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "158e2bf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(2368, 400)"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features1 = np.array(features1)\n",
    "features1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "024ae6f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "1.0"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(features1, segment_class, test_size=0.2,shuffle=False)\n",
    "\n",
    "logistic_classifier = LogisticRegression(solver=\"liblinear\")\n",
    "logistic_classifier.fit(X_train, y_train)\n",
    "\n",
    "dump(logistic_classifier, 'Models/AC_DCT.joblib')\n",
    "\n",
    "y_pred = logistic_classifier.predict(X_test)\n",
    "acc = metrics.accuracy_score(y_test,y_pred)\n",
    "\n",
    "acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "svm_classifer = SVC()\n",
    "svm_classifer.fit(X_train, y_train)\n",
    "\n",
    "y_pred3 = svm_classifer.predict(X_test)\n",
    "\n",
    "acc = metrics.accuracy_score(y_test,y_pred3)\n",
    "\n",
    "print(acc)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "id": "d858fb26",
   "metadata": {},
   "source": [
    "Non-Fiducial Features (Wavelets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "018cfe4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "segs = np.array(segment_list)\n",
    "segs = np.squeeze(segs)\n",
    "\n",
    "segment_class = np.array(segment_class)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bb5b97eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2368\n",
      "131\n",
      "[ 0.43304343  0.43271835  0.43130343  0.43429045  0.42426015  0.46100749\n",
      "  0.50218815  0.2606178  -0.07005972 -0.282249   -0.39525627 -0.43100074\n",
      " -0.42331849 -0.36974728 -0.30966413 -0.31719936 -0.35212389 -0.27133455\n",
      " -0.17810537 -0.02786319  0.05061193 -0.05695842 -0.39034258 -0.54877555\n",
      " -0.57608838 -0.52067877 -0.57717761 -1.08405618  1.50002386  2.47552499\n",
      "  0.18564733 -0.25625732 -0.32624208 -0.29788046 -0.2962218  -0.28352451\n",
      " -0.22805626 -0.11515838  0.05068481  0.2309845   0.45166631  0.66715626\n",
      "  0.75167257  0.65130174  0.33743997 -0.00328151 -0.22570237 -0.32537567\n",
      " -0.33629718 -0.33455654 -0.30940115 -0.30230935 -0.27771211 -0.19872711\n",
      " -0.07248621  0.14500036  0.30240529  0.25498123 -0.09475316 -0.32576484\n",
      " -0.38974969 -0.4585582  -0.4310401  -1.05428682  0.83625625  2.78932281\n",
      "  0.43831945 -0.30510828 -0.35602683 -0.39387602 -0.3858818  -0.35623563\n",
      " -0.28551288 -0.19654967 -0.04408478  0.16712164  0.42138657  0.66211899\n",
      "  0.80518264  0.77673225  0.45952185  0.14583694 -0.08710965 -0.20854919\n",
      " -0.22830117 -0.25132269 -0.27413522 -0.27965044 -0.26963433 -0.28320543\n",
      " -0.23903013 -0.11698116  0.02507127  0.18391749  0.10730949 -0.26920415\n",
      " -0.45028504 -0.51737621 -0.50369543 -0.54762602 -1.10462194  1.32111906\n",
      "  2.31613558 -0.00749666 -0.39328746 -0.4751982  -0.48818823 -0.43165488\n",
      " -0.35863217 -0.22190221 -0.07206105  0.06783499  0.22471035  0.49346902\n",
      "  0.70799708  0.83814686  0.74595546  0.39940591  0.01986123 -0.17673076\n",
      " -0.22227868 -0.23011495 -0.22338516 -0.25540742 -0.20414382 -0.17974756\n",
      " -0.22146863 -0.15883271 -0.079617    0.14222334  0.19206165]\n"
     ]
    }
   ],
   "source": [
    "features2 = []\n",
    "\n",
    "for i in range(len(segs)):\n",
    "    coffs = pywt.wavedec(segs[i], 'db4', level = 4)\n",
    "    features2.append(coffs[0])\n",
    "print(len(features2))\n",
    "print(len(features2[0]))\n",
    "print(features2[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "45f414ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(2368, 131)"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features2 = np.array(features2)\n",
    "features2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "05d30d99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0.2890295358649789"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(features2, segment_class, test_size=0.2,shuffle=True)\n",
    "\n",
    "logistic_classifier = LogisticRegression(solver=\"liblinear\")\n",
    "logistic_classifier.fit(X_train, y_train)\n",
    "\n",
    "y_pred = logistic_classifier.predict(X_test)\n",
    "acc = metrics.accuracy_score(y_test,y_pred)\n",
    "\n",
    "acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9957805907172996\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "svm_classifer = SVC()\n",
    "svm_classifer.fit(X_train, y_train)\n",
    "\n",
    "y_pred3 = svm_classifer.predict(X_test)\n",
    "dump(svm_classifer, 'Models/Wavelets.joblib')\n",
    "\n",
    "acc = metrics.accuracy_score(y_test,y_pred3)\n",
    "\n",
    "print(acc)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "id": "0c84f988",
   "metadata": {},
   "source": [
    "# Fiducial Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3b0d2d53",
   "metadata": {},
   "outputs": [],
   "source": [
    "R_indices = []\n",
    "for i in range (4):\n",
    "    peaks, _ = find_peaks(filtered_signals[i], distance=550)\n",
    "    R_indices.append(peaks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9ec5b609",
   "metadata": {},
   "outputs": [],
   "source": [
    "S_indices = []\n",
    "fs = 1000\n",
    "for i in range(4):\n",
    "    s_idx = []\n",
    "    for r_peak in R_indices[i]:\n",
    "        # Find the minimum value in a small window after the R-peak\n",
    "        window_size = int(0.04 * fs)\n",
    "        local_min_index = np.argmin(filtered_signals[i][r_peak:r_peak+window_size])\n",
    "        s_idx.append(r_peak + local_min_index)\n",
    "    S_indices.append(s_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5ee5621e",
   "metadata": {},
   "outputs": [],
   "source": [
    "Q_indices = []\n",
    "fs = 1000\n",
    "for i in range(4):\n",
    "    q_idx = []\n",
    "    for r_peak in R_indices[i]:\n",
    "        window_size = int(0.1 * fs)\n",
    "        start = r_peak - window_size\n",
    "        if start < 0:\n",
    "            start = 0\n",
    "        local_min_index = np.argmin(filtered_signals[i][start:r_peak -1])\n",
    "        q_idx.append(start + local_min_index)\n",
    "    Q_indices.append(q_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "56a86d03",
   "metadata": {},
   "outputs": [],
   "source": [
    "T_indices = []\n",
    "fs = 1000\n",
    "for i in range(4):\n",
    "    t_idx = []\n",
    "    for r_peak in R_indices[i]:\n",
    "        window_size = int(0.4 * fs)\n",
    "        local_max_index = np.argmax(filtered_signals[i][r_peak + 40:r_peak+ 40 + window_size])\n",
    "        t_idx.append(r_peak + 40 + local_max_index)\n",
    "    T_indices.append(t_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "735e6279",
   "metadata": {},
   "outputs": [],
   "source": [
    "P_indices = []\n",
    "fs = 1000\n",
    "for i in range(4):\n",
    "    p_idx = []\n",
    "    for r_peak in R_indices[i]:\n",
    "        window_size = int(0.2 * fs)\n",
    "        start = r_peak - window_size - 40\n",
    "        if start < 0:\n",
    "            start = 0\n",
    "        local_max_index = np.argmax(filtered_signals[i][start:r_peak -40])\n",
    "        p_idx.append(start + local_max_index)\n",
    "    P_indices.append(p_idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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XAnvr/t4XHpvxHGNMFRgCFgNnA0ZE7hGRx0TkYzN9gYh8SES2isjWwcHBZu/BCp5FiyUfCn3FV4s+LrZWS4zIZ4SKjrBiYyvrBqC7EAbHdYSVGq6DsTngUuDfhb/fJyLvmH6SMeZmY8wmY8ymJUuWOC7SzPg2Lfqa60YtyLjYzLqB0KLX+oiNzeejqxitB6VCnxaNCP1+YHXd36vCYzOeE/rlFwBHCaz/HxtjjhhjxoG7gIuSFtoFNrNuIteNWpDxMRazbiCoEx1hxcfm89FVs+g1CyotGhH6R4ANIrJORArA1cCWaedsAa4NX18F3GeC+f/3AK8Rka6wA3grsN1O0e3im+RLsEbks6FFrz7h2HgWs24gCJCrRR8fz7cXL+kqqEWfNrnTnWCMqYrI9QSinQVuNcZsE5FPA1uNMVuAW4CviMgu4BhBZ4Ax5riIfJ6gszDAXcaY7zm6l0T4viFryZGVCx8ITy3I2NjOusllRbOgEhC4buxcKzKEKtrxpsZphR7AGHMXgdul/tiNda8ngfef5LNfJUixnNPYzCqYasgqLHGxtdFFRC6bUddNAqy6NjPq2kwbnRkbYjNPWNMrk2NTWCDIutH6iI/NCYVTz4cKfVqo0IdYzaMPs27UgoyPrY0uItR1kwy7Fn0mvKZ2vGmhQh8SLMNqpyFHHYauRx8fY+zl0EMgLhUVlth4vr2ON69ZaamjQh8SLIFgpyFHz4MGY+Nja7P2iGxGauvnKM3jG5vpx5qVljYq9CGexaybjGbdJMamBQmh0Gt1xMbmzFgNxqaPCn2ITR99ZPmo5yY+NmdiQjDK0o43Pp6xl0dfm2eiQp8aKvQhNrNuout4qvSxsZ11kxGpLZSmNE+wObida2Uzgoi6btJEhT7EpgUZ7T2rFmR8bKbzQeS60fqIi03XDQQzldV1kx4q9CE2V6+cct1oQ46L79vNusmIaMebAJtZaRB0vJpemR4q9CG+sZl1EwVjrVyuLfGM3aybjAZjE2Hbog+E3trllNOgQh/iJOtGLfrY+LazbjQYmwjbE9gygrrSUkSFPsR2Q9a87WRYz7pRH30ifNvBca2PVFGhDzEWJ4SAWixJ8Sy60iDMutGONza+sbeSKATxFx1hpYcKfYjNYCyEwT8V+tj4tmfGan0kwvOD1URtoRZ9uqjQE1jzvsUJIaCum6S4cd1Yu1zbYXMJBFCLPm1U6JmawWp/go61y7Ud9kdYaMebAM26md+o0DOVHWM1nU+zPBLhJG9bXQWxsT2BTUTnmaSJCj11+5PqTMw5g+3gnwZjkxHMM7F3Pe1400WFnqnsGOvCog05NrZXr1RXWjJsrz2kPvp0UaGHmgDYzhNWH2R8fMszY7MZdaUlwfYENs26SRcVeqYEwGb6WFZdBYmwneWhwpIMz0HWjS51kx4q9ExlY9he/1yFJT5uXDdaH3Gxne4qokuEpIkKPY589BpsSkSwtaO966lPOBm+D2I5C0pHvOmhQs+UZaENee7gasKUpvTFI9iBzd71NOsmXVTooeYrtL7+ubbj2HiW8+ijPkO1JR4udvzSEVZ6qNBT77qxd0310SfD5taOMNWJqxXZPL6jeSZaFemhQk991o26buYK1idMRXsEaJ00Tc0QsjzC0rpIDxV6XDVkHZomwfZaN1GnoVZk89SWCLGcBaWjq/RQoaduwpTOxJwz2J4wFV1LxaV5ohiW7Y5XR7zpoUKPowlTOkEnEdazbkRdN3HxHMSwNOsmXVTocbXWjYpKEmxPmJpy3WidNEtt0T9dxnveokKPIx+9WvSJ8B1sJQja+cYh6hx1f4D5iwo9jrJudMp9IoK1buxdr5Z1o3XSNJ6DJUKCjUe0LtJChZ66CVO2swq0IcfGuutGNOsmLq6ybtQQSg8VehxNmMqgq/MlwFh33QS/tfNtHhczx9WiT5eGpE1ErhCRHSKyS0RumOH9oojcEb7/kIisnfb+GhEZFZGPWiq3VZytdaMWS2ysT7nXCVOxcWMI6fORJqetOhHJAl8G3gNsBK4RkY3TTrsOOG6MOQv4AvDZae9/Hrg7eXHdUFum2PpaN9qQ4+JZ3qM0qlsVl+ZxEcPSrJt0aaSPvgTYZYzZY4wpA7cDm6edsxm4LXx9J/AOCVuFiPwS8DywzUqJHeAi2KR7lCbD2J4wFbZ0rZLmcZGVltX041RpROhXAnvr/t4XHpvxHGNMFRgCFotID/BHwB+f6gtE5EMislVEtg4ODjZadmtE7c3+hCl712s3PF8nTM0VnBhC6qNPFdfB2JuALxhjRk91kjHmZmPMJmPMpiVLljgu0r9GF22ae7ha60ZdN83jO8i60fTjdMk1cM5+YHXd36vCYzOds09EcsAC4CjwBuAqEflToB/wRWTSGPNnSQtuE2euG23IsbGddaM++vjU1oLSZIV5SyNC/wiwQUTWEQj61cAHp52zBbgW+ClwFXCfCabT/Xx0gojcBIzONZEHRxaLDk0TYXtHI1HXTWymlkCwd00RwdP049Q4rdAbY6oicj1wD5AFbjXGbBORTwNbjTFbgFuAr4jILuAYQWcwb/BdTPFWiyURrta60bkNzVMTeqv1oaOrNGnEoscYcxdw17RjN9a9ngTef5pr3BSjfKngOdpKUI3H+Bhj21UQ/NaU1+Zxk3WjI9400Zmx1Ltu7F1T08eSYX/PWHXdxMVV1o2mH6eHCj11e2Jadt2oqMRHlymeO7hIP9YJhemiQk/9xgqaPjYXME7SXdWij4uL/Ro06yZdVOiZslhs522rqMTDRZZHTehVXJqm5rrRPZXnLSr01Ltu7F0zozNjY1ONhMXigvSadRMf30HWTU4NoVRRocfVhClNH4tLJPR5i9FxzbqJT1QfOdvBWKMxk7RQocdNHr2mj8WnGua75ixa9FHdaqZH81T9qD4sdry1mcrWLqmcAhV63MyM1fSx+FS80IK0KSy6Hn1savVhecIUaH2khQo9boamWU0fi01kQeYdrF6p7rTmqYZCn7fY8UZGldZHOqjQM9WQ7Vosmj4Wl6oDi16FPj5Trhv7i8ypRZ8OKvRAxbPvgxQRzfCIiZMRVs11Y+2SbUPkurEbHNd01zRRoacuy8NqOp824ri4CMZq1k18NDg+/1GhZ6oh254Zq8PSeEwF/xy4brROmqYSjbAczGvQZyQdVOhxMzStBZu0ITdNLRirwjInqFn0Dp4PHWGlgwo9gbBkxP5WaaANOQ4uYiYajI2P58Kir42wrF1SOQUq9AQ+epuiApo+loTxsgdAdyFr7ZpaH/EpVQM1Llid1xD8VkMoHVToCdL5bOZsQ71P2Opl24KxUiD0XYWG9sVpiKl0PmuXbBsmyh4ZgWJOYybzFRV6Ah+kbYteLZb4jJerAHQXbVr0wW+tj+YZK1fpLuRq++7aQGMm6aJCD5Q9YzXwB7r+eRLGSoHQd1p03WTVgozNRNmzWhegefRpo0IPTFY8q24CqF8WVxtys/zzziP0FHMs6ipYu6ZakPEZLVXpsiz06rpJFxV63DTkrAb/YrN7cJSf3zBgN+tG6yMW5arPA7uOsG6g2+p11aJPFxV6Ap9wd9GuRS+aXhmbUsWzXh+aXhmPl4cnOT5e4d3nLbd6XXVtposKPTA84cCi16yb2JSqvtUMD9Csm7gMjpYAWNbXYfW6uuNXurS90B8amuSp/UOcvazX6nU16yY+papPR96yTzisD7Xom2NoogJAX2fe6nX1+UiXthf6PYOjALzj3KVWr6vBpvhMVjyHFr3WRzOUKoHJ3ZG3PKFQ6yNV2l7oj42XARjoLVq9rmZ5xKPq+VR9QzHnKJ1P66MpStVg8pqr+tARVjq0vdCfGA+Gpv3Wh6bakONQDp3oRcsWpIggumF707iy6HWElS5tL/TROh5Fyz5h0SyPWNSExbLrBgJx0fpoDlcWva7umi4q9LWGrFkecwFXHS8EfmGtj+aYqg/bS4Ro+nGaqNCHFqR1oddd7mMxWXHT8UKQeaMWfXPUhN5yfWgwNl3aXujLnk8hl7G6YBPoBJ24TAmLfYted/1qnlLFQ8TuEsWgMay0aXuhL1V8ipYbMWhDjosrVxoEfmEV+uaYDCev2TaE1LWZLir0Vc+6/xF0aBqXyKK3PWEKgs5XO97mKFU8J6OrjLo2U0WFvuo7ashq0cehFjNx0Pmq66Z5XCxHATriTZuGalBErhCRHSKyS0RumOH9oojcEb7/kIisDY+/S0QeFZGnwt+XWS5/YsquGrIOTWPhMhgrIqjON4eL5ShA8+jT5rRPk4hkgS8D7wE2AteIyMZpp10HHDfGnAV8AfhsePwI8AvGmNcA1wJfsVVwW5SqHgVHGR6gDblZnAZjM5q33Szung+16NOkkRq8BNhljNljjCkDtwObp52zGbgtfH0n8A4REWPMz4wxB8Lj24BOEbG71kBCnA1NNesmFi6DsVkRzdtuklLF9YhX6yMNGqnBlcDeur/3hcdmPMcYUwWGgMXTzvll4DFjTGn6F4jIh0Rkq4hsHRwcbLTsVggaspvAH6jQN4vLYGwmI2rRN0mUfmwbXXsoXVIJxorIeQTunN+a6X1jzM3GmE3GmE1LlixJo0g1yp7vJPAnarHEouTQR5/NqEXfLOWqT95B+rG6btKlkRrcD6yu+3tVeGzGc0QkBywAjoZ/rwK+BfyaMWZ30gLbplT1rE8GAbXo4zLpaMo9aNZNHMqeW9dNVesjFRqpwUeADSKyTkQKwNXAlmnnbCEItgJcBdxnjDEi0g98D7jBGPOApTJbpVRxY9Fr1k08ovRKF51vJiNov9sc5arvqC6C3+pKS4fT1mDoc78euAd4Bvi6MWabiHxaRH4xPO0WYLGI7AI+AkQpmNcDZwE3isjj4Y/dHT4S4i6PPvitFmRzlKoeuYxY3Rg8IiNaH81S8dy4bnLhA6L1kQ4N7cBsjLkLuGvasRvrXk8C75/hc58BPpOwjE5xlkcfum6MmpBN4SpvG8LVK7U+mqJcdRSMjUa8Wh2poDNjXeUJiy7DGgcX2whGZDXrpmlcCb26btKl7YXemQ9Ss25i4WpeA2jWTRycp1dqfaRC2wt9ydXQVLNuYlGq+k42HYFo4xGtj2ZQQ6g1aGuh931D1TdufZCaddMUJdeuG+14m8K1Ra+um3Roa6GvbUTtMOtGG3JzuLXowdeOtylcWfRZjWGlSlsLfTTdXl03cweXwVjNumkOzzf4BrczY9UQSoW2FvqyQ6HXrJt4uA7GqrA0jsvnAzQ4niZtLfS1lRIdBptUWJrD1QQ2UGFpFudCL6IxrJRoa6F32ZBz4dC0ojNCmqJU9ehwsCQFBJ2vdryNU/ICQ8iV0Gcy6tpMi/YWes+d0OfDa1Y1+tcUrpaNhqDz1UW0GicyUgpZuxuDR+gic+nR3kJf283I/r8hylRQi745XG3WDkFQsar10TCuXTe5bIaq+m5Soa2F3mXWTT60gqKHRWkMVzsaQTDKqqiwNExN6LNuRliFXIaydryp0NZCP9WQ3Ww8ks+KCkuTuAzG5rNSc9cppyd6PvKOXDeFbEYNoZRQocfd0DSfVQuyGXzfUPZ8Z8HYgtZHU7iMYQFqCKVIWwu9S9cNREKvQ9NG0fqYW7g2hArqSkuNthb6qSUQ3AlLSYemDTMZ7hfb6WgJhHw2Q0Xro2HSeD7UdZMObS300UbUzoJNOjRtismqY6HPqY++GVw/H/lsRusjJdpa6GsWi6t0Ph2aNsVEORAWVztMqY++OSaiEVbBXdaN1kc6tLXQRxtRuxyaakNunEhYXAl9PpvBN7oGeqNErrQuV0KvrpvUaGuhd26xZDOUqyoqjTLpuD7ytUlsKi6NEI2wXLnSAoten480aGuhHytVyWbESR49BK4b9UE2zkQ5+F+5C8aGk9i0ThpiIhzxuut4RS36lGhroR8ve3QVsoi4mRDSlc8yUa46uXYr4jrrJkoT1MybxohGvOranP+0tdBPhELvir7OHEMTFWfXbzWmfPRummVHOOM2+h7l1ExWPDrz7gyhznyW8bLWRRq0tdCPVzy6Cjln11/QmWd4Qi36RnEdjO3pCOp6tKR10ggTZc+Z2wagrzPPyKQaQmnQ3kJfqrq16DvyDGtDbhjXwdjeUOi1822MidCid0VfR56xsqcrWKZAewu9c9dNnvGyx5hakA0x7jjLo68jD6BWZINMVNxtAgNTHa+OsNzT3kJf8eh06Lo574w+AD5255POvqOVGJ2skhF3eduRsIxMqrA0wlip6tS12dcZdLwax3JPewt9qUq3Q4v+7ecs5c1nLuaB3UcwumXaaRmerNDXmXcW/FvcXQTg/h2HnVy/1RiaqLAgFGMXrFrYCcDnfrDT2XcoAW0t9MfHK/R3uWvImYxw+cZlnBivcHik5Ox7WoXhiUrNveKCBV15Xr2ij+88foDnXh5x9j2tgmuhv2jNQtYPdPOPTx5Q96Zj2lbojTGcGC/T31Vw+j1nL+sFYPfhUaff0woMT1bp63TnKgD4sw9eCMBDzx9z+j2twPBEpeZecUEhl+FT792IMfDU/iFn36OA26dqDjNaqlL1DQsdWvQA65f0ALB7cJQ3nzVw0rI88vwxDo9Mks9m6CrkWNCZZ1F3gUXdBRZ3F8hk3Lgz5hKuLXqA9QPdLOjMs+3AsNPvme8YY5xb9DAVx3rm4DBvXL/Y6Xe1M20r9CfGgwCQa4t+WV+R7kKW3YNj/+q9qufzuXt3csu/PH/KqeADPUXetXEp77twFa9fu9CZD3u2GZmssm6g2+l3iAjnLO9lx6GTC/2hoUm2PLGfPYNjVDxDPivkssKi7iKrF3ayZlEXZy/rZWG327Yzm0xUPCqecS70S3qLLOousOPQzK60I6MlvvXYfh7YfYQdh0YYmqhQyGXoKeZY3FNkZX8HZyzo5MylPVx61gCrF3U5Le98pW2F/vh4GYCFjoVeRFi/pIfdg6903VQ8nz+443G+9+RB/u2FK7nq4lWsWdxF1TOMlqoMT1Y4Nlbm6GiZR144xpbHD/C1h/eybqCbzRecwevXLmL1wi4GegtOMyPS5OhYiYtetdD595y7vJd/eGw/xphXdJrGGG77fy/w2e/vYKLiMdBTpBgupVv1DcfHy9TH1C9a08/mC1Zy5WtWsKS36LzcaXJsLHo+3Aq9iHDu8l6emUHodx0e5eqbH+TIaIkNS3t405mLWdhVoFz1GS1VOTJa4tlDI/zwmcO1DX5es3IBH3j9av7Na1a0dEfcLK2hEDE4cGISCCxu15y5pJuH63zCvm/46Dee4HtPHuQTV76a33zL+lN+/to3r2W8XOWupw5x56N7+eIPn3uF4HQXsvzC687gpl88z9msUteUqh5HRsss7+tw/l3nLO9ltFRl3/GJmgVY8Xw+9e2nuf2RvVx27lJufO9G1k4bXZSrPgdOTPDisXGe2neC7z55kP+2ZRs3/eM2LlqzkE2vWkhPMUd3Mcf6Jd28ZcOSeetyOzgUPB8r+judf9c5y3u5/eG9eL4hG/6/dg+Ocs1fPQjAd3/vUs5fueCknzfGsHtwjB/tOMydj+7jk99+mk9++2kWdOZZsaCDpX0dXLi6n99525nz9vlIStsK/d5j4wC8apFbVwHAhWsW8u3HD3DLvzxPf2ee7z55gPt3DPKxK845rchHdBVyXHXxKq66eBVHRkvsPDTC/hMTDI6W2HV4lNsf2cuR0RJ//u8vri3HO584PBxkJS1f4L7jvXB1MGr41s/2874LV3J8vMz/umcHP3nuCNe//Sw+8q6zZxToQi7D2oFu1g5089azl3D9ZRt49tAw9zz9Mj/Yfoi/eeCFV6yM+c5XL+VL11w4L0dcB05MALCy333He8Hqfv7mgRf4/tOHOO+MPnYPjvJH33wKMHztN9/IhjCh4WSICGct7eGspT1cd+k6ntw3xIN7jrL3+DiHhkocHJrgiz98jkdeOMatv/76thT7hlqgiFwBfBHIAn9tjPmTae8Xgb8FLgaOAh8wxrwQvvdx4DrAA/6TMeYea6VPwPaDwwz0FFjgeGgK8L6LVnLLvzzPf//udiCY+XnTL2zk139uXazrDfQUGTjrlYJ44ep+PvWdbfz+7T/jS1dfSG6eif0zBwOf+Zlh8Nolr17RyyXrFvH5e3fy+XuDHO58VvjTX34tv/L61U1d69zlfZy7vI/ff+cGIBgZjJWqfPOx/fyP723nV/7yp9x67etZmsJIxSbPHBwhnxVWLXTv8373ectZsaCDD//9Y7VjqxZ28n9/4xLOWtpcexARXre6n9et7n/F8W/9bB8f+foTfPjvHuMvfnV+GkNJkNNN5BGRLLATeBewD3gEuMYYs73unN8FXmuM+W0RuRp4nzHmAyKyEfgacAlwBvBPwNnGmJMuWbdp0yazdevWpm/k4NAEd27dx/4TE3i+wTfgG0PVN5SrHuWqT6nq1/x7zx4aYfMFZ/DFqy9s+rviUKp6vHR0nHw2w9K+ohMr769/sofPfO8Z3rh+Ede/fQMXv2qh00WpZsLzDc8dHmH7gWEOnJjg6FiZyYqP5/t4flAnnm/wjMH3o/rxeXDPUUTg8RsvT8XiGitVuXf7y1R9Q1chy0VrFrJ8gV0x/uEzL/N7X/sZPcUcn3zvRt5z/vLUBebYWJntB4Y5Pl7myGiJQ0OTDE9WqHpBHXi+CZ8XQ9UztWdm6wvH2bCsh2/97s+lUs7Dw5Pcv+Mw+WyGhV0F3nTmYuvt4KsPvsgnv/00b1i3iA++YQ2b1i5ieV9HzV2UFN83lD2fiudT8QwVL9Cb6O/Jisf+8JnYcWiYnS+PUq76VH2fanj+285ZyqfeuzHW94vIo8aYTTO+14DQvwm4yRjz7vDvjwMYY/5n3Tn3hOf8VERywCFgCXBD/bn1553s++IK/TMHh7nySz9hSU+RXEYQEbIZqW0sUsxnar87clnOWhYM85b2zi9L63R8Y+tePv3d7YxMVhEJRg+5jKRm4U+UvVcsA9xbzNFRCMqQqauTjBD+FvLZDOsGuvnli1fx1rOXpFLOtNh+YJiPfuMJth8cJp8Veoq5WgBYgKlYcKNi0/gMa2PgaBhUjShkMyzoytfqI5cVsnX1Ev105LL84eVn84YWS3n82sMv8bkf7OTIaOAqjPQhI8FoIKoTEUEEMrVjr2yzvqkXclML2DdKTzHHuct76SxkyWcz5DLBc7Bp7UJ+I+ZIP6nQXwVcYYz5j+Hfvwq8wRhzfd05T4fn7Av/3g28AbgJeNAY89Xw+C3A3caYO6d9x4eADwGsWbPm4hdffLHpm/R8w3i5Sq/jPOz5wGTF48c7B3n20AjDExWqvqHq+0jDYhKffDbD+Sv7eO2qflYt7GxLf+h0qp7Pj3YM8uhLxxmdrGJCsY4evegJNKZe+E9OI7VowuutXtTJBav7Gegpsjicl9Gq6bmN4vmGp/YP8fT+IQ4OTVCu+hgT/M98Y6bqxQSeAUP4uzYCgmwmaOv5bIZCLkM+KxSyWfK5oOPI134kfD/4OaO/I3C99hStjSQiTiX0cyJKZIy5GbgZAos+zjWyGVGRD+nIZ7n8vOVcft7y2S6KAuSyGd65cRnv3LhstouiEGjFBav7uWCaH7+VaWQ8vx+oj1CtCo/NeE7oullAEJRt5LOKoiiKQxoR+keADSKyTkQKwNXAlmnnbAGuDV9fBdxnAp/QFuBqESmKyDpgA/CwnaIriqIojXBa140xpioi1wP3EKRX3mqM2SYinwa2GmO2ALcAXxGRXcAxgs6A8LyvA9uBKvDhU2XcKIqiKPY5bTA2beJm3SiKorQzpwrGttesAUVRlDZEhV5RFKXFUaFXFEVpcVToFUVRWpw5F4wVkUGg+amxUwwARywVZzZplfsAvZe5SqvcS6vcByS7l1cZY2ZcQ2TOCX1SRGTrySLP84lWuQ/Qe5mrtMq9tMp9gLt7UdeNoihKi6NCryiK0uK0otDfPNsFsESr3AfovcxVWuVeWuU+wNG9tJyPXlEURXklrWjRK4qiKHWo0CuKorQ4LSP0InKFiOwQkV0icsNsl6cRROQFEXlKRB4Xka3hsUUicq+IPBf+XhgeFxH5Unh/T4rIRbNc9ltF5HC4u1h0rOmyi8i14fnPici1M33XLNzHTSKyP6yXx0Xkyrr3Ph7exw4ReXfd8VlvfyKyWkTuF5HtIrJNRH4/PD6v6uUU9zHv6kVEOkTkYRF5IryXPw6PrxORh8Jy3REuAU+4pPsd4fGHRGTt6e6xIYwx8/6HYPnk3cB6oAA8AWyc7XI1UO4XgIFpx/4UuCF8fQPw2fD1lcDdBDvJvRF4aJbL/hbgIuDpuGUHFgF7wt8Lw9cL58B93AR8dIZzN4ZtqwisC9tcdq60P2AFcFH4uhfYGZZ5XtXLKe5j3tVL+L/tCV/ngYfC//XXgavD438B/E74+neBvwhfXw3ccap7bLQcrWLRXwLsMsbsMcaUgduBzbNcprhsBm4LX98G/FLd8b81AQ8C/SKyYhbKB4Ax5scEew/U02zZ3w3ca4w5Zow5DtwLXOG88HWc5D5OxmbgdmNMyRjzPLCLoO3NifZnjDlojHksfD0CPAOsZJ7Vyynu42TM2XoJ/7ej4Z/58McAlwHR3tnT6ySqqzuBd4iIcPJ7bIhWEfqVwN66v/dx6oYxVzDAD0TkUQk2SAdYZow5GL4+BEQbjc6He2y27HP5nq4P3Rm3Rq4O5tF9hEP+CwksyHlbL9PuA+ZhvYhIVkQeBw4TdJq7gRPGmOoM5aqVOXx/CFhMwntpFaGfr1xqjLkIeA/wYRF5S/2bJhizzcv81/lcduDPgTOBC4CDwOdmtTRNIiI9wDeBPzDGDNe/N5/qZYb7mJf1YozxjDEXEOyZfQlwbtplaBWhn5ebkBtj9oe/DwPfImgEL0cumfD34fD0+XCPzZZ9Tt6TMebl8OH0gb9iaog85+9DRPIE4vh3xph/CA/Pu3qZ6T7mc70AGGNOAPcDbyJwk0VbudaXq1bm8P0FwFES3kurCH0jG5jPKUSkW0R6o9fA5cDTvHKj9WuB74SvtwC/FmZKvBEYqhuOzxWaLfs9wOUisjAchl8eHptVpsU+3kdQL3Dyze7nRPsLfbm3AM8YYz5f99a8qpeT3cd8rBcRWSIi/eHrTuBdBDGH+4GrwtOm10lUV1cB94WjsJPdY2OkGYF2+UOQQbCTwP/1idkuTwPlXU8QRX8C2BaVmcAf90PgOeCfgEVmKnr/5fD+ngI2zXL5v0YwfK4Q+Auvi1N24D8QBJZ2Ab8xR+7jK2E5nwwfsBV1538ivI8dwHvmUvsDLiVwyzwJPB7+XDnf6uUU9zHv6gV4LfCzsMxPAzeGx9cTCPUu4BtAMTzeEf69K3x//enusZEfXQJBURSlxWkV142iKIpyElToFUVRWhwVekVRlBZHhV5RFKXFUaFXFEVpcVToFUVRWhwVekVRlBbn/wPne2ZKOiD8NwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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gznqf84mTpO3+BLcnoc1Jiu19zlqkkrA9GFsE3g58JPv/MyJyyfydVPUWVd2lqrtGR0ctN8kMuWfYjs45N5jlpkfUKibGQyB9+vIRTilx0n5/QmqkXHVUEjXzpFkIBJHOSzeHgLOaXm/N1i24T6bLbwCOkXr/f6eqL6rqDLAXuKDdRncDUSPqpr38K8XAR4Ish8mZsd6jTzHm0RfclW7mJMX2P6sU2L1httLEe4GdIrJDRMrAlcCeefvsAa7Oli8H7ta0bNI+4HUiMpTdAH4SeNhM0zuLydmarj76tkpkaGJK2tduGqX5mNDoIZNuHL15mrIBYP/cXDaZuqpGInIdqdEuALep6gERuRHYr6p7gFuBz4vIGHCc9GaAqo6LyCdIbxYK7FXV/2fpWNaU3AtvXzcOfCTIMsQGIpzS9wc+lDUjMTAzFtI+dfXmaSp7Jdi/YbZUNUNV95LKLs3rbmhargJXLPLeL5CGWPYVpjIqprM13bxQWsXELGSActF79DkmCo+A20+kpmwA5GMdPgVC12FCowe3L5RWMRfG5jX6HBPFwSEzUI72qUlDb9sOeEO/Skzpc166WR5THn3JR900MObRB+4+JZnKRw+pExL6NMXdhymN3ifaWp48qZmZOHo3jdJ8EmPSjbvnr6lke5Cdm96j7z6MTcv3kSDLYirXjZfJ5ogMpEAAt2+e+WVrZDDWcgptb+hXiUk5wQ/GLo255FFeJsuJE207Rwu4PTPWpEefzqfxHn3XETWkm3bj6N199G0VkzdVV43SfKIkafvGCW47Kg2P3tCgdsfTFHteTmTIyyz7HOnLMjcztt2Bb3dlhvkkBlMguBrJZCo1B+QzjL1H33WYS7TlrkfUKqY8+mI2zVzVTcPUTGQwBYKr529iMOomTYHgPfquw5jx8dLNspiKuikX87zfbve3qpJo+3nUYe7m6SK5XTaWM8hr9N3HXOGR9rrQSzfLY06jz9NCu93fpp5GIQ8LdLM/cwfESM4gyxPPvKFfJXGSIOIHCNeC2GApQYAwcru/GzdOA4OxRYc1epMefcnyxDNv6FdJZCoplA/5W5aGYTJUss31/jbq0TucZrvh0RuJo/fSTVdiagp5yUs3y5LGfLf/iFz20g1grtYpuD0JzWyuG58CoSuJYm1UiGoHn71yeWI1NYvTfsm2XiAx6NHbntHZzZgaO4JcuvEefdcRJ4kRjdPlUmytEht7evLSDTRr9AZunpZndHYzJsMri90wYUpELhWRx0RkTESuX2B7RUTuzLbfIyLbs/XbRWRWRB7I/j5juP0dIzSZ5tVnVFySKDbV1166AbMFM2zP6OxmIsPRSzajbpYtPCIiBeBm4F2kNWDvFZE9qtpcEvAaYFxVzxWRK4GbgA9l255U1TeabXbniWNDckJRnPcwl8Pk0xN4Qx8ZmpcA9sMCu5nE4FhHoQuibi4ExlT1KVWtA3cAu+ftsxu4PVu+C7hExMDRdzGmBmO9Rr88piKc5gy9m4YpJ5fUzaXXdfP8NRpeaTnMuhVDfybwXNPrg9m6BfdR1QiYALZk23aIyP0i8i0RecdCXyAi14rIfhHZf/To0RUdQKcwmRQq0bnHac/LMa3Ru35jbXj0JuLog/T8TRw8f01OmBouF5muR9bSc9gejH0e2KaqbwJ+HfhzEVk/fydVvUVVd6nqrtHRUctNMoO58EpvfJbDZO508H0dGw6vBKyGBnYrsZqxAQDrB4skCtP12MjnzaeVq+cQcFbT663ZugX3EZEisAE4pqo1VT0GoKr3AU8Cr2q30d1AbCi8Mjc+XqdfHO/RmyVWs4OI4GbIamwoAyjA+oESAJOzoZHPm08rlupeYKeI7BCRMnAlsGfePnuAq7Ply4G7VVVFZDQbzEVEzgF2Ak+ZaXpnMabRF/Np+W4bn6XwGr1ZTFXsgrlcT24a+sRI5BLA+sHU0J+sRkY+bz7LGvpMc78O2Ac8AnxRVQ+IyI0iclm2263AFhEZI5Vo8hDMi4EHReQB0kHaX1LV44aPoSOY1OjBG5+liJPE0E3VSzdgrmIXuP1EasOjf+bYtJHPm8+y4ZUAqroX2Dtv3Q1Ny1XgigXe9yXgS222sSuJjXuZ7l0orRLFhgpZB76vwXQKhDz1s3t9mhjU6C84eyODpQLfHnuRd5//CiOf2YyfGbtKIlNx9A57RK1iTKNvyGRuPz0lDY2+/fM3d3ZclG4iQ0+aAEPlIls3DXJ4smrk8+bTkkfveTlphR4zuW7Ae5lLYU6jdzdCpBmTGn0+xlRzcIwpTsw8FeXc+W/exsiAHZPsDf0qiRJloGRQunHcy1wKU4/IjZuqg0apGZNZF4fLqQmZqdsZROxmEkMOSM7m4bKxz5qPl25WiTGNPpcTHPcyl8KUTFb0A9+A2aLWw5XU0E/V3DP0piLv1gJv6FdJGCsFk5N4HPcyl8JcHL0fD4Fmjb79Ps2lhumanYk+3UyiigETsCb0SDO7jzhJjFwoZe9lLouxUFaHY76bManR5x79tIMefWxoxvZa0But7EKiRA3H0bvtZS6FKY8+CISiw6Xvcoxq9JUCACcdNfQ9otx4Q79aTMfRuy4nLIWpqBtIJwk5b+gNSjcbBktUigH3Pzve9mf1GqYckLXAG/pVEhnS6P1szeUxeUGVfDF2ox59pVjgHTtH+f4z7hn6dDC2N0xob7SyC4mSpDG41w5eulkeU9krIR0T8Rq9uQlTAKMjFaYcHYw1UI1xTeiRZnYfxjMq+jj6RTHp0ZeLAdXQPaPUTCNNsaGrf7hcYNbBOPo4UWNJzWzjDf0qCY3VMfUa/XJEhiKcANZVik7GfDcTG0yBADBULjATxs4VH/EavQPEiTYm4LSDT4GwPLGhpGYA6wa8oY8MavQAQ5UiqlCN3HpS8obeAUx5mSU/GLssJmcgjgyUODZVN/JZvUocm5sZC3POSt2xSX8mK0zZxhv6VWIqdW6lmMYhuzizsFVMek7njq7j4ecneWHCTpbAXsC0Rz9XotFLN91KS4ZeRC4VkcdEZExErl9ge0VE7sy23yMi2+dt3yYiUyLyG4ba3VFU1VhsdyEQRgaKTFgqIdYPmIyjf/vOtGb9oy9MGvm8XiQ39CaixoBGiKFrBe7TCVN9YuizUoA3A+8FzgOuEpHz5u12DTCuqucCnwRumrf9E8Bft9/c7iA/n01o9JBWl/GGfnESg/HK2zYPAfZKtvUCjQpThvq06GjR9UTNZq+0SSu/9IXAmKo+pap14A5g97x9dgO3Z8t3AZeIpLc6EfkA8CPggJEWdwEms/8BnL1liL9+6Hkixy6UVjGVbgJgoJRKZbMOh1jmBtmUkWoUCHfMozcl364FrRj6M4Hnml4fzNYtuE9WY3aCtIbsOuA3gd9Z6gtE5FoR2S8i+48ePdpq2zvG3IQTMz/yRTu2UA0TXnR8kHAxTD4iD2aG3uVY+ihOc7QEhs7fOenGLUcl0T6Sbtrk48AnVXVqqZ1U9RZV3aWqu0ZHRy03qX1yz8WUdHPO6DAAJ6tevlmI0NAsZGjy6OsOG3pDocE5pcAPxnY7rVSYOgSc1fR6a7ZuoX0OikgR2AAcAy4CLheRPwA2AomIVFX1U+02vJPMaZyGKsAPphXgJ72hfxlxoqia05O9dANRbG4CGjQVCHfM0EeJNiY8djutGPp7gZ0isoPUoF8JfHjePnuAq4HvAJcDd6uqAu/IdxCRjwNTvW7kgYaWbmwST5bT2+UBwsXIx0NMafSFQCgVxMkapzkmo5igqUC4Y9JNPTJTJ2EtWNbQq2okItcB+4ACcJuqHhCRG4H9qroHuBX4vIiMAcdJbwZ9i+nwNF98ZHFMj4dAauxdCwVsJk3IZ84TLTo6GBvGSePa7XZaKg6uqnuBvfPW3dC0XAWuWOYzPr6K9nUlc2lezfzIfnbs4pgeD4G00pTLfW06WiSX1Vzr016SbnqjlV2G+fA0Ny+UVogM9zVAoeC2Rx/GZg1U7tG71qdhZPbJyCa90couw2ThBpirZeqlm5fTGPg2qIUWg8Dpvo4N1eDNaWj0jvVpPU4aT+Pdjjf0q8C0Ru+lm8UJDUc4Qfq7uRbz3UxoOCzQ1SfSXtLoe6OVXYZxjb4RnubWhdIKseFqSJA+ibnmfTYTxUnjKdIE+U3DJekmTpRE8dJNP2Ncow/y4iPuXCitEhoOr4T04nQtQqQZ0xN9GtkrHerThg3okfBKb+hXwZx046NubGM6ARdkHr3L0k2sxmRHmPttXHoizYvXDJdbClzsON7Qr4Iwm2xjTKP30s2ihIYnp0H6JOa0dJMkRsNVXZRu8smN6we9oe9b6o3HNkNpXrMLxUs3Lyc3yEY90II4Ld3UQrODiC6GV47PpAkIRyqlDrekNbyhXwW58TF1sYik0/K9R/9yTFdDgjy80t2+nq7HDFfMeaIFcW9m7LefeBGAV566rsMtaQ1v6FeBjYGYUsFt47MY+c3P6AQfx1MgzNYjhisFY5+X34QTdadPf3xillPWVdhxynCnm9IS3tCvgrol4+PyJJ7FMD05DTLpxuG+nq7HDJXNGfq5wVh3+vRkNeoZfR68oV8VpqUbSG8ade/Rv4zQ8OS09LMCZ6NuqmHMsakaIwPmtOU8IMqlp6TJash6g31oG2/oV4EN6aZYEBKHLpRWqWV54ytFs1KDS3pyM9987CiJwtteucXYZzY8eof6dLIaNepI9ALe0K+C0Ip043b+lcXIC4TkBUNMUAwCp2SGZo5Pp9Eir3nFemOf6aJGf7IaMmJwQNs23tCvgtCCdJPmSHdTTliKvLbroFFN2d0JU9P5RB+Dg7EuJjWrRwmVYu+Yz5ZaKiKXishjIjImItcvsL0iIndm2+8Rke3Z+gtF5IHs7wci8jOG298RbEk3Lj36tkpe23XQoEfvcppiGzM6g8aEKXdunlGsPZP+AFow9CJSAG4G3gucB1wlIufN2+0aYFxVzwU+CdyUrX8I2KWqbwQuBf5XVlO2p7Ej3bhrfJZiNkz72qShd7mvp2sRQ+VCwziboujYuIfp2cW2aaWlFwJjqvqUqtaBO4Dd8/bZDdyeLd8FXCIioqozqpoXQh0A+uJMCC3M1ix4jX5Bnp+YpVwIGCiZznXjZl9P1SKjk6VyCoEQO6TRh7FSMnyztEkrV8+ZwHNNrw9m6xbcJzPsE8AWABG5SEQOAD8EfqnJ8DcQkWtFZL+I7D969OjKj2KNqUXpFHIRnyPdNl89cJiLztlstK+d9ujrMcMGxztyioE0Ukq7QBT3n0ffFqp6j6qeD7wF+JiIDCywzy2quktVd42OjtpuUtucrIaMDJj1ilz2MhcjjBMOn6xywbZNRj+3ELibpjiMEsoWBhEDx87fMOkzjR44BJzV9Hprtm7BfTINfgNwrHkHVX0EmAJeu9rGdguT1ci4oXc9o+JCjM/UUYVT1pWNfq7LHn2UJEZTPucUA3EqvNJ08RbbtNLSe4GdIrJDRMrAlcCeefvsAa7Oli8H7lZVzd5TBBCRs4GfAJ420vIO8syxaeOTJYpB4KzxWYx6lg7a5GQpyCtMuSmTmc5Fn+PSU1KSVZfqK48+09SvA/YBjwBfVNUDInKjiFyW7XYrsEVExoBfB/IQzLcDPxCRB4CvAL+iqi8aPoY15dhUjQcPTvC2c8zNLIQ8vNJN47MYjRTFhgswO+/RW9CWXdLo86pnvVJGEKAl/UFV9wJ75627oWm5ClyxwPs+D3y+zTZ2FYcnawC8adtGo5/rNfqXM1ey0ewFVXB4zkIYq9FC6zkunb9Ro45xH3n0npcyMRsCGE9o5DX6l2MjSyg47tHHiRVPtOCQRt8w9D3k0fdOS7uEyWpm6L1Gb51GqgnD0k2uJ6sjhqmZ0NKMTpcmTM1JN96j71uqFpJsQS4neI2+GRtFR2CuIpIjduklhJY8+sChXE1z0k3vmM/eaWmXYCOhGbjlEbWKNemmkJe+c8MwNRMldqJuXJIebeS6so039CukkefGeCSIu6lzF8NGqgloSqvrnp1PZ3Ra8ESd0ugtFMOxjTf0K8RGQjNwe4BwMcLIXl+Dmx691+jbJ7IUDWaT3mlpl1C3ZHy8Rv9ybN1Uc4/exRtrlNiZ0Rk45KjYetK0iTf0K8SWRl9yyCNqlbl6sbY8evf621YedZeeSHOHzHv0fcycl2k+5M+VmYWtkks3pm+qhewCdcUwNWMr6salCVNhI47ee/R9SxgniMw9/puiWJBGfK4nxVZ0g9MefWJnZqxL80C8Ru8A9cwjMpkfHfKasW5cKK1iXaN38AkqlW58muJ2yI/Te/R9TBipcSkBvEa/EHVbcxYcjaNXVcIksRZHnzhy/tqSb23iDf0KSTVOO2leVd3UjRcjsjRnwdWomzhRVO1IDi5p9H5mrAPYGsxy1ctcCptzFsA9jb4x0cfwjRPStBLOpEBI/MzYvict3GAnnze452UuRd1SOlhXo24aN04bHr1DqZ8jS2G/NmmppSJyqYg8JiJjInL9AtsrInJntv0eEdmerX+XiNwnIj/M/r/TcPvXnDC2U3Oz4KiXuRS5TGZ64NtZj95iWKBLGn1f5qMXkQJwM/Be4DzgKhE5b95u1wDjqnou8Engpmz9i8BPq+rrSEsN9nwRElsafcP4OBgJshhhZC/TIuCM1JATNiQHr9G3gy1J0SattPRCYExVn1LVOnAHsHvePruB27Plu4BLRERU9X5V/XG2/gAwKCIVEw3vFPY0+vQzvUY/R5pp0Z5M5tpNtVGa0UaFKXEnPLhfwyvPBJ5ren0wW7fgPlmN2QlgflHVnwW+r6q11TW1O6h7jX7NqFucxQnu9bXNykhFlzT6Hpww1VLN2HYRkfNJ5Zx3L7L9WuBagG3btq1Fk1ZNGCVW4ugLjnqZS5FKN/ZkstiRtLo5NisjFRzS6Ps1qdkh4Kym11uzdQvuIyJFYANwLHu9FfgK8Auq+uRCX6Cqt6jqLlXdNTo6urIjWGPCOLESnlZqSDduXCytYDMvC7jX1zbjv4tZeUYXiCyOddiilZbeC+wUkR0iUgauBPbM22cP6WArwOXA3aqqIrIR+H/A9ar6D4ba3FFsGx/XBgiXIg1ltZOXBdxLgWCzMlLgkEYf9mPUTaa5XwfsAx4BvqiqB0TkRhG5LNvtVmCLiIwBvw7kIZjXAecCN4jIA9nfqcaPYg2xrdGHjhmfpfAevVlsVkYqFtwx9I1B7R7y6FvS6FV1L7B33robmparwBULvO93gd9ts41dRRjb1ehduVhawdachdyjda2vY4t51F1KyhcldjLY2qR3bkldgq04eq/Rv5wwtpNSd86jd0smsyk5pKUE3ejPMFYrs4tt0lut7QJsTeLxGv3LsRVe6Wooq83wykCERNMMmf1OFCc9FUMP3tCvmHqslGzICV6jfxk+3YRZQovJuFy6edoq3mITb+hXSBgnVmYW5l6WCxdKq0TWBr7d7Ou5mbF2kpqBGzfPME56KrQSvKFfMT4SZO2wl/vfzb7OZUEbg4gFccejj71H3/+kE6Zs5l/xGn1O3ZLn1JAZHOtrmzM6Xbp52kpVbpPeam2HUVV7+egdevRtFVuhrIFDRqkZmzM685unC2kQosQPxvY1jQknVsLT3NSNlyKMbM2MdUdmaMZmeGXBofDgyFLYr028oV8BjcEsi5EgoWNywlJEiR8PMUmc2JvR6ZJGb2uczia91doOU7dYcMBVL3Mp6pbmLLgkMzSTj//YGIwtOjQJLUrUSzf9zFxlGTu5QsA9L3MpbCU1c9WjX4vBWAfsfBpe6WfG9i82kxnlJ47PRz+HrUdkEXEqN0uO1cHYgkMevSUHxCbe0K8Am7UifQqEl6Kq1koJgls1TnNsDsYGDmn0UZL0VEIz8IZ+RdiUbkpeunkJuVGykQIBUmPn2k01N8K2kpqBG1W7bDogtuit1naY0KJ049MUvxSbN1Vw06O3ORjrUilMH17Z59iUbnKN3ic1S2lUQ7I06FV0UKMPk1RbFrEXTOBCn/ZtrhsRuVREHhORMRG5foHtFRG5M9t+j4hsz9ZvEZFviMiUiHzKcNvXHJul2OYuFLfkhMVohLJakm4KDtU4zYksRovkGr0LfRolfTgYKyIF4GbgvcB5wFUict683a4BxlX1XOCTwE3Z+irwX4DfMNbiDtLQjS1OOHHhQmmFub62c0EVA3GuZqzN+O/8BpK4oNH3aXjlhcCYqj6lqnXgDmD3vH12A7dny3cBl4iIqOq0qn6b1OD3PJFF6SYIhEDc0DhboR6lfW1rMNZNjd6etuySRh/G/Tlh6kzguabXB7N1C+6TFROfALa02ggRuVZE9ovI/qNHj7b6tjWnblG6gdQrcs34LEbD0BcKVj4/LWbtlkyWJuOyd+MENzT6KEl8KcHVoKq3qOouVd01Ojra6eYsik3pBtw0Poth3aMX9zz6tNapZY/egfM36lOP/hBwVtPrrdm6BfcRkSKwAThmooHdRGTZoy8E4qNuMvKnJ5vSjQveZzORxWiRRv4gBzT6NAVC/xn6e4GdIrJDRMrAlcCeefvsAa7Oli8H7tY+rBJsM6kZuBnytxi5R+/j6M1hs9apSxp9nGjPhVcWl9tBVSMRuQ7YBxSA21T1gIjcCOxX1T3ArcDnRWQMOE56MwBARJ4G1gNlEfkA8G5Vfdj4kawBkXXpxmv0OflNtWJrZmxBnMteaTO9rksafdiD2SuXNfQAqroX2Dtv3Q1Ny1XgikXeu72N9nUVNuPowc1p+YthezDWxTj6WpRQKdmVbvq9T1WVepRQKdo5L23RW88fHcbmzFjI5AQHHn1bwfZgbDEQJwYOm0kNlF2Pvt81ettPmrbordZ2mEauG0uhVSUv3TSoxzFgz9CXC0HjZuIKtSixeON0I812LfKGvu9p/MiWHn9djARZjDCym71yoBRQDd0y9DYlh1zO7PdSmLXQG/q+pxqmXqa1AcJA+v5CaZVaHl5pSSarFAvUotjKZ3crtSi21p8DpfQGkl8j/cqcdOM1+r6lGsYMlAIr2f8g9Yq8dJNiW6N31qO39DQ6kH1utc/lsFru7FnqR1v0Vms7TGro7d3JB4qFvveIWqVuWQutONjXtSix59EX3fDovUbvANUwaZzQNhgsF5iu9/eF0ipzE6bseaC1Pvc+52PTow8CoVwImHXG0Hvppm+ZzaQbWwyXi8zWI2uf30vUophiINZqcw6U3PPo61FibV4CpHJGrc/lMNtPmrbordZ2GNvSzVC5wIz36AGYrkUMV1qaz7cqKsXUo+/DTB2LUo1iq9ryoAM3z/z4bI0d2aK3WtthqlFi1dAPlgvMekMPwFQtZp1NQ5/9jq7IN7UoJozVap+68JQ0VUufuNcN2OtHG3hDvwJmahGDlj36aS/dADBTjxiu2OvrDYMlACZmQ2vf0U1MVTMDZdHQD5b6/4l0LfrRBt7Qr4CJ2ZCNQyVrnz9cKVINEx9LT+o5DZXtXUxbhssAHJuqW/uObmK6lhpgmwZq03CJY9P93Z+T1dQxGBmwZwds4A39Cjhh2dCfvmEAgBcm+qLyYltM1yKrRmnLugoAx6Zr1r6jmzhZSw2UzXGPU0cGOHKyv8/dk96j729UlYnZkA2DZWvfcdamIQD+/okXnRokXIiTVbuGfnQkNfT3PHXciZw3ueQwYlFbPm19heeOz/Lk0Slr39FpTlYjhssFa9FgtvCGvkVm6jH1KGlouzZ47dYNnDpS4T9/5Yd85ltPWfueXuDwZJVT11esff7Zm4fYvmWIT31jjJ+/9Z6+z01/PJNUbJ6/79iZlgH9qU98i797vHtrP7fD4ZPVhpPQS7R0exeRS4E/Ii088llV/f152yvA54A3k5YQ/JCqPp1t+xhwDRAD/05V9xlr/Rpy96NHADh7y5C171g/UOLrH/1Jfu2OB/jDrz/OT7/hdLZmXn4tivn2Ey9y79PjPH74JNUwphAIlWKBSimgUgjS/8UClWLAyECR0ZEKG4fKDJULDJWLDFcKDJWKDFUKbBwsdW2VnAcPnmCyGnHGxkFr3xEEwl/96tv503/8EX/49Se4676D/Nxb5ipmqiqHTszyxOEpJqshtSihFiUIadWrUiFo/I0MFNkwWGLDYIkt68pWxxZWywMHTwCwdZO9Pr34VaPs+7WL+eUv3Mdv7znAV//DxZQKAarKgwcn+NtHj/DwjyeYDWOSJE35kc6VCCgVhGIhoBQIlVKBjUMlNg2V2DhUZtNQmU1DJTYNl9k8VGbjUMlaGpKlePDgCf72kcO87Zwta/7d7bLsGSkiBeBm4F3AQeBeEdkzr0rUNcC4qp4rIlcCNwEfEpHzSKtNnQ+cAXxdRF6lqh0dmq+GMT8+MctULWKmHjNbj5kN42w5ohom1KLUg6/Hyvh0nS99/yAbh0q8Zftmq21bP1Didz/wWt75P77Jv/7cfew6exMTsyHfevwoE7MhpYLwytF1rKsUiVU5NlWnFsUNQ1QLY6pRsqwcsXm4zGVvOIP3nP8KXnvmemuDS1Gc8PxElePTdWpRQpQkRLE2/tfjhGqYUA1jqmHMiZmQ27/zNMPlAj/1mtOstClnw1CJf3/JTv7+iRe58f8+zEM/nqAeJTx5dIpHXzjZ0GNXymCpwJZ1qUFaP1DitPUDvPbMDbx+6wbOO3192zp5LYp59tgMR6dqhHFaCCOMk+x8zf5n50M1jHlufIYvf/8Q55+xno1D9qRHgFe/YoTfev9ruOb2/Vx92/d4xYYB7ntmnGeOzRAInHvqOkYGSgQC1Uizc0GJ4oQoUcI4aZwHi+V9Ghko8v7Xnc77X386u87ezGB55dFZ07WIZ4/P8NzxGU7MhEzVIqZrESdmQ8aOTDExG1INm+1CzFQt4pR1FX7ln5/bbjetObKcFiwibwM+rqrvyV5/DEBVf69pn33ZPt/JioO/AIwC1zfv27zfYt+3a9cu3b9//4oP5NEXJrnuz+8nTlIjEsdKmGj6OjuJouz1SlIBl4sB5ULAT756lN+57HxOWbc2j21/9cAhPvG1x5mYDRkuF3nL9k3sfuOZ/JNzt7Q0/boaxhw9WWNiNmQ2jJmuRczWY6brMTP1iO8+dYyvP3KkcUPYOFR6SbqB9LTQxrJCY9xA83VNr7NdG/vlPVyPkhUnattxyjCf+5cXctZme09PzYwdmeI3v/QgTxw+SblY4JxThnn1K0b4idNHePVpI2waLlMpBo1JMmGshNlNqxYlnKxGTMyGTMyEHJuuc2yqxrHpOhOzIZOzIc+Nz3B4cm7QN30SC6gUA4qFoNGXiSqJpsU7NPvfWJfMLa+USjHggxds5TcvfbV1Qw/psfzJ3WPcdd9BwjjhVaeN8L7XvYJLzz+dDS0GM6gqU7WIEzMh4zN1xmdCxqfrHJuuc+DHE/zNQy8wU09nT4+OVCgWBEFe0ndx1mdRosSxEuvyNmCwVOCc0WE2D6dPwoOlAoPlAoOlIqeur3DVhdusyl/tICL3qequBbe1YOgvBy5V1X+Vvf554CJVva5pn4eyfQ5mr58ELgI+DnxXVb+Qrb8V+GtVvWved1wLXAuwbdu2Nz/zzDMrPshnjk1z0988SjEIGlPn00fDIF0OhEJBKAXpBXbGxkE2DJbSHzP7GyoVGSgHDJYKVIoFSgXpyCPiWnGyGvK9Hx3nkecnOXKy1hTWmR6zSL6ULwt5dwi8pG/y7c3vE0lvlNs2D7FluEKlFFBsekwvBqkEMlgqMFAKqGT/ywV7GUI7xZHJKj88NMGjL5xkth43nsLCOEFECAQCEQJJ+zhoWvfS7Wn+n7M2D3Hq+kp6AyoUKBXTXDO5Y1LObkyVYu8NHLZCNYz5h7EXue+ZcY6erDWcibzvhPSG2rj2g4BCkJaQLAbCUKXAts1D6bm5rsK6cipp2sqttBYsZei7QkxU1VuAWyD16FfzGWdvGeZ/fuTNRtvV74wMlLjkNadxiWWJxAOnrh/gkvUDvq8NMVAq+HN3BbRy+zoEnNX0emu2bsF9MulmA+mgbCvv9Xg8Ho9FWjH09wI7RWSHiJRJB1f3zNtnD3B1tnw5cLemmtAe4EoRqYjIDmAn8D0zTfd4PB5PKywr3ahqJCLXAftIwytvU9UDInIjsF9V9wC3Ap8XkTHgOOnNgGy/LwIPAxHwq52OuPF4PB7XWHYwdq1ZbdSNx+PxuMxSg7G9O8Ts8Xg8npbwht7j8Xj6HG/oPR6Pp8/xht7j8Xj6nK4bjBWRo8DKp8bOcQrwoqHmdJJ+OQ7wx9Kt9Mux9MtxQHvHcraqji60oesMfbuIyP7FRp57iX45DvDH0q30y7H0y3GAvWPx0o3H4/H0Od7QezweT5/Tj4b+lk43wBD9chzgj6Vb6Zdj6ZfjAEvH0ncavcfj8XheSj969B6Px+Npwht6j8fj6XP6xtCLyKUi8piIjInI9Z1uTyuIyNMi8kMReUBE9mfrNovI10Tkiez/pmy9iMgfZ8f3oIhc0OG23yYiR7LqYvm6FbddRK7O9n9CRK5e6Ls6cBwfF5FD2e/ygIi8r2nbx7LjeExE3tO0vuPnn4icJSLfEJGHReSAiPz7bH1P/S5LHEfP/S4iMiAi3xORH2TH8jvZ+h0ick/WrjuzFPBkKd3vzNbfIyLblzvGllDVnv8jTZ/8JHAOUAZ+AJzX6Xa10O6ngVPmrfsD4Pps+Xrgpmz5fcBfk1bpeytwT4fbfjFwAfDQatsObAaeyv5vypY3dcFxfBz4jQX2PS87tyrAjuycK3TL+QecDlyQLY8Aj2dt7qnfZYnj6LnfJevbddlyCbgn6+svAldm6z8D/HK2/CvAZ7LlK4E7lzrGVtvRLx79hcCYqj6lqnXgDmB3h9u0WnYDt2fLtwMfaFr/OU35LrBRRE7vQPsAUNW/I6090MxK2/4e4GuqelxVx4GvAZdab3wTixzHYuwG7lDVmqr+CBgjPfe64vxT1edV9fvZ8kngEeBMeux3WeI4FqNrf5esb6eyl6XsT4F3Annt7Pm/Sf5b3QVcIiLC4sfYEv1i6M8Enmt6fZClT4xuQYGvish9khZIBzhNVZ/Pll8A8qKYvXCMK217Nx/TdZmccVsuddBDx5E98r+J1IPs2d9l3nFAD/4uIlIQkQeAI6Q3zSeBE6oaLdCuRpuz7RPAFto8ln4x9L3K21X1AuC9wK+KyMXNGzV9ZuvJ+NdebjvwaeCVwBuB54H/0dHWrBARWQd8Cfg1VZ1s3tZLv8sCx9GTv4uqxqr6RtKa2RcCP7HWbegXQ9+TRchV9VD2/wjwFdKT4HAuyWT/j2S798IxrrTtXXlMqno4uzgT4H8z94jc9cchIiVS4/hnqvrlbHXP/S4LHUcv/y4AqnoC+AbwNlKZLC/l2tyuRpuz7RuAY7R5LP1i6FspYN5ViMiwiIzky8C7gYd4aaH1q4G/ypb3AL+QRUq8FZhoehzvFlba9n3Au0VkU/YY/u5sXUeZN/bxM6S/Cyxe7L4rzr9My70VeERVP9G0qad+l8WOoxd/FxEZFZGN2fIg8C7SMYdvAJdnu83/TfLf6nLg7uwpbLFjbI21HIG2+UcaQfA4qf71W51uTwvtPYd0FP0HwIG8zaR63N8CTwBfBzbr3Oj9zdnx/RDY1eH2/wXp43NIqhdes5q2A/+SdGBpDPjFLjmOz2ftfDC7wE5v2v+3suN4DHhvN51/wNtJZZkHgQeyv/f12u+yxHH03O8CvB64P2vzQ8AN2fpzSA31GPCXQCVbP5C9Hsu2n7PcMbby51MgeDweT5/TL9KNx+PxeBbBG3qPx+Ppc7yh93g8nj7HG3qPx+Ppc7yh93g8nj7HG3qPx+Ppc7yh93g8nj7n/wOAGNfOg038OwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def pan_and_tompkins(signals):\n",
    "    convolved_Signals = []\n",
    "    for i in signals:\n",
    "        dx = np.diff(i)\n",
    "        dx = np.square(dx)\n",
    "        dx = np.convolve(dx, np.ones(200), mode='same')\n",
    "        convolved_Signals.append(dx)\n",
    "        plt.plot(dx[0:3000])\n",
    "        plt.show()\n",
    "    return convolved_Signals\n",
    "\n",
    "def find_qrs_onset_and_offset(r_peaks, convolved_signals):\n",
    "    qrs_onsets = []\n",
    "    qrs_offsets = []\n",
    "\n",
    "    for r_peak in r_peaks:\n",
    "        # Find QRS onset\n",
    "        qrs_onset = r_peak\n",
    "        while qrs_onset > 0 and convolved_signals[qrs_onset] > 0.1 * convolved_signals[r_peak]:\n",
    "            qrs_onset -= 1\n",
    "\n",
    "        # Find QRS offset\n",
    "        qrs_offset = r_peak\n",
    "        while qrs_offset < len(convolved_signals)-1 and convolved_signals[qrs_offset] > 0.1 *convolved_signals[r_peak]:\n",
    "            qrs_offset += 1\n",
    "\n",
    "        qrs_onsets.append(qrs_onset)\n",
    "        qrs_offsets.append(qrs_offset)\n",
    "    return qrs_onsets, qrs_offsets\n",
    "\n",
    "convolved_signals = pan_and_tompkins(filtered_signals)\n",
    "QRS_onset = []\n",
    "QRS_offset = []\n",
    "for i in range(4):\n",
    "    on, off = find_qrs_onset_and_offset(R_indices[i], convolved_signals[i])\n",
    "    QRS_onset.append(on)\n",
    "    QRS_offset.append(off)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [],
   "source": [
    "def calculate_waves_onset_and_offset(signals, wave_indices, search_space):\n",
    "    onsets = []\n",
    "    offsets = []\n",
    "    for i in range(len(signals)):\n",
    "        onset = []\n",
    "        offset = []\n",
    "        for peak in wave_indices[i]:\n",
    "            xx = (peak, filtered_signals[i][peak]) # peak\n",
    "            y_left = (peak - search_space, filtered_signals[i][peak - search_space])\n",
    "            s = min(peak+search_space, len(filtered_signals[i]) -1 )\n",
    "            y_right = (s, filtered_signals[i][s])\n",
    "            a_vector_left = (y_left[0] - xx[0], y_left[1] - xx[1])\n",
    "            a_vector_right = (y_right[0] - xx[0], y_right[1] - xx[1])\n",
    "\n",
    "            maximum_left = maximum_right =  max_idx_left = max_idx_right = -1\n",
    "            for point in range(search_space):\n",
    "                care2 = min(peak+point, len(filtered_signals[i]) - 1)\n",
    "                m_left = (peak-point, filtered_signals[i][peak-point])\n",
    "                m_right = (care2, filtered_signals[i][care2])\n",
    "                c_vector_left = (m_left[0] - xx[0], m_left[1] - xx[1])\n",
    "                c_vector_right = (m_right[0] - xx[0], m_right[1] - xx[1])\n",
    "                cross_left = np.cross(a_vector_left, c_vector_left)\n",
    "                cross_right = np.cross(a_vector_right, c_vector_right)\n",
    "                sigma_left = np.abs(cross_left) / np.abs(np.linalg.norm(a_vector_left))\n",
    "                sigma_right = np.abs(cross_right) / np.abs(np.linalg.norm(a_vector_right))\n",
    "\n",
    "                if sigma_left > maximum_left:\n",
    "                    maximum_left = sigma_left\n",
    "                    max_idx_left = peak - point\n",
    "\n",
    "                if sigma_right > maximum_right:\n",
    "                    maximum_right = sigma_right\n",
    "                    max_idx_right = care2\n",
    "\n",
    "            onset.append(max_idx_left)\n",
    "            offset.append(max_idx_right)\n",
    "\n",
    "        onsets.append(onset)\n",
    "        offsets.append(offset)\n",
    "\n",
    "    return onsets, offsets"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\dell\\anaconda3\\envs\\nlp\\lib\\site-packages\\ipykernel_launcher.py:25: RuntimeWarning: invalid value encountered in double_scalars\n"
     ]
    }
   ],
   "source": [
    "P_onset, P_offset = calculate_waves_onset_and_offset(filtered_signals, P_indices, 80)\n",
    "T_onset, T_offset = calculate_waves_onset_and_offset(filtered_signals, T_indices, 180)\n",
    "#QRS_onset, QRS_offset = calculate_waves_onset_and_offset(convolved_signals, R_indices, 200)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6d2a7ee0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "600\n",
      "(600, 12)\n",
      "(600,)\n"
     ]
    }
   ],
   "source": [
    "features3 = []\n",
    "beats_classes = []\n",
    "fs = 1000.0\n",
    "\n",
    "for i in range(4):\n",
    "    for j in range(len(P_indices[i])):\n",
    "        QT_duration = (T_indices[i][j]  - Q_indices[i][j]) / fs\n",
    "        PQ_duration = ((Q_indices[i][j] - P_indices[i][j]) / fs) / QT_duration\n",
    "        PR_duration = ((R_indices[i][j] - P_indices[i][j]) / fs) / QT_duration\n",
    "        PS_duration = ((S_indices[i][j] - P_indices[i][j]) / fs) / QT_duration\n",
    "        PT_duration = ((T_indices[i][j] - P_indices[i][j]) / fs) / QT_duration\n",
    "        QS_duration = ((S_indices[i][j] - Q_indices[i][j]) / fs) / QT_duration\n",
    "        QR_duration = ((R_indices[i][j] - Q_indices[i][j]) / fs) / QT_duration\n",
    "        RS_duration = ((S_indices[i][j] - R_indices[i][j]) / fs) / QT_duration\n",
    "        RT_duration = ((T_indices[i][j] - R_indices[i][j]) / fs) / QT_duration\n",
    "        RP_freq = (filtered_signals[i][R_indices[i][j]] - filtered_signals[i][P_indices[i][j]])\n",
    "        RT_freq = (filtered_signals[i][R_indices[i][j]] - filtered_signals[i][T_indices[i][j]])\n",
    "        TP_freq = (filtered_signals[i][T_indices[i][j]] - filtered_signals[i][P_indices[i][j]])\n",
    "        heart_beat_features = [QT_duration, PQ_duration, PR_duration, PS_duration,\n",
    "                               PT_duration, QS_duration, QR_duration, RS_duration, RT_duration,\n",
    "                               RP_freq, RT_freq, TP_freq ]\n",
    "        features3.append(heart_beat_features)\n",
    "        beats_classes.append(i)\n",
    "\n",
    "\n",
    "print(len(features3))\n",
    "features3 = np.array(features3)\n",
    "beats_classes = np.array(beats_classes)\n",
    "\n",
    "print(features3.shape)\n",
    "print(beats_classes.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a67f4ac2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "0.9916666666666667"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(features3, beats_classes, test_size=0.2,shuffle=True)\n",
    "\n",
    "logistic_classifier = LogisticRegression(solver=\"liblinear\")\n",
    "logistic_classifier.fit(X_train, y_train)\n",
    "\n",
    "dump(logistic_classifier, 'Models/Fiducial.joblib')\n",
    "\n",
    "y_pred = logistic_classifier.predict(X_test)\n",
    "acc3 = metrics.accuracy_score(y_test,y_pred)\n",
    "\n",
    "acc3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8166666666666667\n"
     ]
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "svm_classifer = SVC()\n",
    "svm_classifer.fit(X_train, y_train)\n",
    "\n",
    "y_pred3 = svm_classifer.predict(X_test)\n",
    "\n",
    "acc = metrics.accuracy_score(y_test,y_pred3)\n",
    "\n",
    "print(acc)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    plt.plot(filtered_signals[i])\n",
    "    plt.scatter(R_indices[i], filtered_signals[i][R_indices[i]], c='red')\n",
    "    plt.scatter(Q_indices[i], filtered_signals[i][Q_indices[i]], c='green')\n",
    "    plt.scatter(S_indices[i], filtered_signals[i][S_indices[i]], c='blue')\n",
    "    plt.scatter(T_indices[i], filtered_signals[i][T_indices[i]], c='cyan')\n",
    "    plt.scatter(P_indices[i], filtered_signals[i][P_indices[i]], c='magenta')\n",
    "    plt.scatter(P_onset[i], filtered_signals[i][P_onset[i]], c='yellow')\n",
    "    plt.scatter(P_offset[i], filtered_signals[i][P_offset[i]], c='orange')\n",
    "    plt.scatter(T_onset[i], filtered_signals[i][T_onset[i]], c='purple')\n",
    "    plt.scatter(T_offset[i], filtered_signals[i][T_offset[i]], c='brown')\n",
    "    plt.scatter(QRS_onset[i], filtered_signals[i][QRS_onset[i]], c='pink')\n",
    "    plt.scatter(QRS_offset[i], filtered_signals[i][QRS_offset[i]], c='gray')\n",
    "\n",
    "    plt.xlabel('Sample number')\n",
    "    plt.ylabel('Amplitude')\n",
    "    plt.xlim(0, 1500)\n",
    "    plt.title('ECG Signal with Fiducial Points')\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Define the accuracy values\n",
    "accuracies_lr = [0.99, 1.0, 0.28]\n",
    "accuracies_svm = [0.81, 1.0, 0.99]\n",
    "\n",
    "# Define the labels for the x-axis\n",
    "labels = ['Fiducial Features', 'ACT/DCT', 'Wavelets']\n",
    "\n",
    "# Set the width of the bars\n",
    "bar_width = 0.35\n",
    "\n",
    "# Create a larger figure\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "# Set the positions of the bars on the x-axis\n",
    "r1 = range(len(accuracies_lr))\n",
    "r2 = [x + bar_width for x in r1]\n",
    "\n",
    "# Plot the bars\n",
    "ax.bar(r1, accuracies_lr, width=bar_width, label='Logistic Regression (liblinear)')\n",
    "ax.bar(r2, accuracies_svm, width=bar_width, label='SVM')\n",
    "\n",
    "# Add labels, title, and legend\n",
    "ax.set_xlabel('Features')\n",
    "ax.set_ylabel('Accuracy')\n",
    "ax.set_title('Accuracy Comparison: Logistic Regression vs. SVM')\n",
    "ax.set_xticks([r + bar_width/2 for r in range(len(accuracies_lr))])\n",
    "ax.set_xticklabels(labels)\n",
    "ax.legend()\n",
    "\n",
    "# Adjust the spacing between subplots to avoid overlap\n",
    "plt.tight_layout()\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
